Combinatorial Bandits with Linear Constraints: Beyond Knapsacks and Fairness
Qingsong Liu, Weihang Xu, Siwei Wang, Zhixuan Fang
NeurIPS 2022 | December 2022
November 28, 2022 –
December 9, 2022
Microsoft at NeurIPS 2022
Central Standard Time (UTC -6)
Location: Hybrid | New Orleans, Louisiana
Publications
Publications
Publications by Year
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Matching in Multi-arm Bandit with Collision
Yirui Zhang, Siwei Wang, Zhixuan Fang
NeurIPS 2022 | December 2022
When does return-conditioned supervised learning work for offline reinforcement learning?
David Brandfonbrener, Alberto Bietti, Jacob Buckman, Romain Laroche, Joan Bruna
2022 Neural Information Processing Systems | December 2022
Re-Evaluating Chemical Synthesis Planning Algorithms
Austin Tripp, Krzysztof Maziarz, Sarah Lewis, Guoqing Liu, Marwin Segler
NeurIPS 2022 (AI for Science: Progress and Promises Workshop) | December 2022
AutoDistil: Few-shot Task-agnostic Neural Architecture Search for Distilling Large Language Models
Dongkuan Xu, Subhabrata (Subho) Mukherjee, Xiaodong Liu, Debadeepta Dey, Wenhui Wang, Xiang Zhang, Ahmed Awadallah, Jianfeng Gao
NeurIPS 2022 | December 2022
Industry-scale CO2 Flow Simulations with Model-Parallel Fourier Neural Operators
Philipp Witte, Russell Hewett, Ranveer Chandra
NeurIPS 2022 Workshop Tackling Climate Change with Machine Learning | December 2022
LiteTransformerSearch: Training-free On-device Search for Efficient Autoregressive Language Models
Mojan Javaheripi, Shital Shah, Subhabrata (Subho) Mukherjee, Tomasz L. Religa, Caio C. T. Mendes, Gustavo H. de Rosa, Sébastien Bubeck, Farinaz Koushanfar, Debadeepta Dey
NeurIPS 2022 | December 2022
M³ViT: Mixture-of-Experts Vision Transformer for Efficient Multi-task Learning with Model-Accelerator Co-design
Hanxue Liang, Zhiwen Fan, Rishov Sarkar, Ziyu Jiang, Tianlong Chen, Yu Cheng, Cong Hao, Zhangyang Wang
36th Annual Conference on Neural Information Processing System (NeurIPS 2022) | December 2022
Neuron with Steady Response Leads to Better Generalization
Qiang Fu, Lun Du, Haitao Mao, Xu Chen, Wei Fang, Shi Han, Dongmei Zhang
Thirty-sixth Conference on Neural Information Processing Systems (NeurIPS’22) | December 2022
Surreal VR Pong: LLM approach to Game Design
Jasmine Roberts, Andrzej Banburski-Fahey, Jaron Lanier
36th Conference on Neural Information Processing Systems (NeurIPS 2022) | December 2022
Surrogate Modeling for Methane Dispersion Simulations Using Fourier Neural Operator
Qie Zhang, Micro Milletari, Yagna Oruganti, Philipp Witte
NeurIPS 2022 Workshop Tackling Climate Change with Machine Learning | December 2022
Proposal Track
Topic Segmentation in the Wild: Towards Segmentation of Semi-structured & Unstructured Chats
Reshmi Ghosh, Harjeet Singh Kajal, Sharanya Kamath, Dhuri Shrivastava, Samyadeep Basu, Soundararajan Srinivasan
2022 Neural Information Processing Systems | December 2022
Near-Optimal Correlation Clustering with Privacy
Vincent Cohen-Addad, Chenglin Fan, Silvio Lattanzi, Slobodan Mitrović, Ashkan Norouzi-Fard, Nikos Parotsidis, Jakub Tarnawski
NeurIPS 2022 | November 2022
SCAMPS: Synthetics for Camera Measurement of Physiological Signals
Daniel McDuff, Jeremiah (Miah) Wander, Xin Liu, Brian L. Hill, Javier Hernandez, Jonathan Lester, Tadas Baltrusaitis
Thirty-sixth Conference on Neural Information Processing Systems | November 2022
A Neural Corpus Indexer for Document Retrieval
Yujing Wang, Yingyan Hou, Haonan Wang, Ziming Miao, Shibin Wu, Hao Sun, Qi Chen, Yuqing Xia, Chengmin Chi, Guoshuai Zhao, Zheng Liu, Xing Xie, Hao Allen Sun, Weiwei Deng, Qi Zhang, Mao Yang
NeurIPS 2022 | November 2022
Outstanding Paper
Alignment-guided Temporal Attention for Video Action Recognition
Yizhou Zhao, Zhenyang Li, Xun Guo, Yan Lu
NeurIPS 2022 | November 2022
AniFaceGAN: Animatable 3D-Aware Face Image Generation for Video Avatars
Yue Wu, Yu Deng, Jiaolong Yang, Fangyun Wei, Qifeng Chen, Xin Tong
NeurIPS 2022 | November 2022
Best of Both Worlds Model Selection
Aldo Pacchiano, Christoph Dann, Claudio Gentile
NeurIPS 2022 | November 2022
BinauralGrad: A Two-Stage Conditional Diffusion Probabilistic Model for Binaural Audio Synthesis
Yichong Leng, Zehua Chen, Junliang Guo, Haohe Liu, Jiawei Chen, Xu Tan, Danilo Mandic, Lei He, Xiangyang Li,, Tao Qin, Sheng Zhao, Tie-Yan Liu
NeurIPS 2022 | November 2022
Bootstrapped Transformer for Offline Reinforcement Learning
Kerong Wang, Hanye Zhao, Xufang Luo, Kan Ren, Weinan Zhang, Dongsheng Li
NeurIPS 2022 | November 2022
CASPR: Customer Activity Sequence based Prediction and Representation
Pin-Jung Chen, Sahil Bhatnagar, Damian Konrad Kowalczyk, Mayank Shrivastava
NeurIPS 2022 | November 2022
CATER: Intellectual Property Protection on Text Generation APIs via Conditional Watermarks
Xuanli He, Qiongkai Xu, Yi Zeng, Lingjuan Lyu, Fangzhao Wu, Jiwei Li, Ruoxi Jia
NeurIPS 2022 | November 2022
Censored Quantile Regression Neural Networks for Distribution-Free Survival Analysis
Tim Pearce, Jong-Hyeon Jeong, Yichen Jia, Jun Zhu
NeurIPS 2022 | November 2022
Coarse-to-Fine Vision-Language Pre-training with Fusion in the Backbone
Zi-Yi Dou, Aishwarya Kamath, Zhe Gan, Pengchuan Zhang, Jianfeng Wang, Linjie Li, Zicheng Liu, Ce Liu, Yann LeCun, Nanyun Peng, Jianfeng Gao, Lijuan Wang
NeurIPS 2022 | November 2022
Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification
Massimiliano Patacchiola, John F Bronskill, Aliaksandra Shysheya, Katja Hofmann, Sebastian Nowozin, Richard E Turner
NeurIPS 2022 | November 2022
Diffusion Models as Plug-and-Play Priors
Alexandros Graikos, Nikolay Malkin, Nebojsa Jojic, Dimitris Samaras
NeurIPS 2022 | November 2022
Does Momentum Change the Implicit Regularization on Separable Data?
Bohan Wang, Qi Meng, Huishuai Zhang, Ruoyu Sun, Wei Chen, Zhi-Ming Ma, Tie-Yan Liu
NeurIPS 2022 | November 2022
Equivariant Networks for Zero-Shot Coordination
Darius Muglich, Christian Schroeder de Witt, Elise van der Pol, Shimon Whiteson, Jakob Nicolaus Foerster
NeurIPS 2022 | November 2022
Expediting Large-Scale Vision Transformer for Dense Prediction without Fine-tuning
Weicong Liang, Yuhui Yuan, Henghui Ding, Xiao Luo, Weihong Lin, Ding Jia, Zheng Zhang, Chao Zhang, Han Hu
NeurIPS 2022 | November 2022
Extreme Compression for Pre-trained Transformers Made Simple and Efficient
Xiaoxia Wu, Zhewei Yao, Minjia Zhang, Conglong Li, Yuxiong He
NeurIPS 2022 | November 2022
FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial Learning
Tao Qi, Fangzhao Wu, Chuhan Wu, Lingjuan Lyu, Tong Xu, Hao Liao, Zhongliang Yang, Yongfeng Huang, Xing Xie
NeurIPS 2022 | November 2022
Fast and Scalable Homomorphically Encrypted Graph Convolutional Network Inference
Ran Ran, Wei Wang, Quan Gang, Jieming Yin, Nuo Xu, Wujie Wen
NeurIPS 2022 | November 2022
Fault-Aware Neural Code Rankers
Jeevana Priya Inala, Chenglong Wang, Mei Yang, Andres Codas, Mark Encarnación, Shuvendu Lahiri, Madan Musuvathi, Jianfeng Gao
NeurIPS 2022 | November 2022
Gradient Estimation with Discrete Stein Operators
Jiaxin Shi, Yuhao Zhou, Jessica Hwang, Michalis Titsias, Lester Mackey
NeurIPS 2022 | November 2022
Outstanding Paper
Hidden Progress in Deep Learning: SGD Learns Parities Near the Computational Limit
Boaz Barak, Benjamin L. Edelman, Surbhi Goel, Sham M. Kakade, Eran Malach, Cyril Zhang
NeurIPS 2022 | November 2022
High-dimensional Asymptotics of Feature Learning: How One Gradient Step Improves the Representation
Jimmy Ba, Murat A Erdogdu, Taiji Suzuki, Zhichao Wang, Denny Wu, Greg Yang
NeurIPS 2022 | November 2022
Incentivizing Combinatorial Bandit Exploration
Xinyan Hu, Dung Daniel Ngo, Aleksandrs Slivkins, Steven Wu
NeurIPS 2022 | November 2022
Interaction-Grounded Learning with Action-Inclusive Feedback
Tengyang Xie, Akanksha Saran, Dylan J Foster, Lekan P Molu, Ida Momennejad, Nan Jiang, Paul Mineiro, John Langford
NeurIPS 2022 | November 2022
Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners
Zhenhailong Wang, Manling Li, Ruochen Xu, Luowei Zhou, Jie Lei, Xudong Lin, Shuohang Wang, Ziyi Yang, Chenguang Zhu, Derek Hoiem, Shih-Fu Chang, Mohit Bansal, Heng Ji
Conference on Neural Information Processing Systems (NeurIPS) 2022 | November 2022
LogiGAN: Learning Logical Reasoning via Adversarial Pre-training
Xinyu Pi, Wanjun Zhong, Yan Gao, Nan Duan, Jian-Guang Lou
NeurIPS 2022 | November 2022
Long-Form Video-Language Pre-Training with Multimodal Temporal Contrastive Learning
Yuchong Sun, Hongwei Xue, Ruihua Song, Bei Liu, Huan Yang, Jianlong Fu
NeurIPS 2022 | November 2022
Mask-based Latent Reconstruction for Reinforcement Learning
Tao Yu, Zhizheng Zhang, Cuiling Lan, Yan Lu, Zhibo Chen
NeurIPS 2022 | November 2022
Maximum Class Separation as Inductive Bias in One Matrix
Tejaswi Kasarla, Gertjan J. Burghouts, Max van Spengler, Elise van der Pol, Rita Cucchiara, Pascal Mettes
NeurIPS 2022 | November 2022
Oral presentation
OmniVL: One Foundation Model for Image-Language and Video-Language Tasks
Junke Wang, Dongdong Chen, Zuxuan Wu, Chong Luo, Luowei Zhou, Yucheng Zhao, Yujia Xie, Ce Liu, Yu-Gang Jiang, Lu Yuan
NeurIPS 2022 | November 2022
On the Complexity of Adversarial Decision Making
Dylan J Foster, Alexander Rakhlin, Ayush Sekhari, Karthik Sridharan
NeurIPS 2022 | November 2022
Oral presentation
REVIVE: Regional Visual Representation Matters in Knowledge-Based Visual Question Answering
Yuanze Lin, Yujia Xie, Dongdong Chen, Yichong Xu, Chenguang Zhu, Lu Yuan
Conference on Neural Information Processing Systems (NeurIPS) 2022 | November 2022
Symbolic Distillation for Learned TCP Congestion Control
S P Sharan, Wenqing Zheng, Kuo-Feng Hsu, Jiarong Xing, Ang Chen, Zhangyang Wang
NeurIPS 2022 | November 2022
Differentially Private Model Compression
Fatemehsadat Mireshghallah, Arturs Backurs, Huseyin Inan, Lukas Wutschitz, Janardhan (Jana) Kulkarni
NeurIPS 2022 | November 2022
Two-Stream Network for Sign Language Recognition and Translation
Yutong Chen, Ronglai Zuo, Fangyun Wei, Yu Wu, Shujie Liu, Brian Mak
2022 Neural Information Processing Systems | November 2022
Batch-Size Independent Regret Bounds for Combinatorial Semi-Bandits with Probabilistically Triggered Arms or Independent Arms
Xutong Liu, Jinhang Zuo, Siwei Wang, Carlee Joe-Wong, John C.S. Lui, Wei Chen
Proceedings of the 36th Conference on Neural Information Processing Systems (NeurIPS) | November 2022
Efficient and Effective Multi-task Grouping via Meta Learning on Task Combinations
Xiaozhuang Song, Shun Zheng, Wei Cao, James Yu, Jiang Bian
2022 Neural Information Processing Systems | November 2022
Learning Modular Simulations for Homogeneous Systems
Jayesh K. Gupta, Sai Vemprala, Ashish Kapoor
2022 Neural Information Processing Systems | November 2022
Self-explaining deep models with logic rule reasoning
Seungeon Lee, Xiting Wang, Sungwon Han, Xiaoyuan Yi, Xing Xie, Meeyoung Cha
Neural Information Processing Systems (NeurIPS) | November 2022
Tiered Reinforcement Learning: Pessimism in the Face of Uncertainty and Constant Regret
Jiawei Huang, Li Zhao, Tao Qin, Wei Chen, Nan Jiang, Tie-Yan Liu
Proceedings of the 36th Conference on Neural Information Processing Systems (NeurIPS) | November 2022
Uni[MASK]: Unified Inference in Sequential Decision Problems
Micah Carroll, Orr Paradise, Jessy Lin, Raluca Georgescu, Mingfei Sun, Dave Bignell, Stephanie Milani, Katja Hofmann, Matthew Hausknecht, Anca Dragan, Sam Devlin
2022 Neural Information Processing Systems | November 2022
Temporal Latent Bottleneck: Synthesis of Fast and Slow Processing Mechanisms in Sequence Learning
Aniket Didolkar, Kshitij Gupta, Anirudh Goyal, Nitesh B. Gundavarapu, Alex Lamb, Nan Rosemary Ke, Yoshua Bengio
2022 Neural Information Processing Systems | October 2022
Probing Classifiers are Unreliable for Concept Removal and Detection
Abhinav Kumar, Chenhao Tan, Amit Sharma
2022 Neural Information Processing Systems | October 2022
Robustness Analysis of Video-Language Models Against Visual and Language Perturbations
Madeline C. Schiappa, Shruti Vyas, Hamid Palangi, Yogesh S. Rawat, Vibhav Vineet
2022 Neural Information Processing Systems | October 2022
Exploring evolution-based & -free protein language models as protein function predictors
Mingyang Hu, Fajie Yuan, Kevin Yang, Fusong Ju, Jin Sun, Hui Wang, Fei Yang, Qiuyang Ding
2022 Neural Information Processing Systems | October 2022
The Stability-Efficiency Dilemma: Investigating Sequence Length Warmup for Training GPT Models
Conglong Li, Minjia Zhang, Yuxiong He
2022 Neural Information Processing Systems | October 2022
Parameter-free Dynamic Graph Embedding for Link Prediction
Jiahao Liu, Dongsheng Li, Hansu Gu, Tun Lu, Peng Zhang, Ning Gu
2022 Neural Information Processing Systems | October 2022
Sampling with Riemannian Hamiltonian Monte Carlo in a Constrained Space
Yunbum Kook, Yin Tat Lee, Ruoqi Shen, Santosh S. Vempala
2022 Neural Information Processing Systems | October 2022
Partial Identification of Treatment Effects with Implicit Generative Models
Vahid Balazadeh, Vasilis Syrgkanis, Rahul Gopal Krishnan
2022 Neural Information Processing Systems | October 2022
USB: A Unified Semi-supervised Learning Benchmark for Classification
Yidong Wang, Hao Chen, Yue Fan, Wang Sun, Ran Tao, Wenxin Hou, Renjie Wang, Linyi Yang, Zhi Zhou, Lan-Zhe Guo, Heli Qi, Zhen Wu, Yu-Feng Li, Satoshi Nakamura, Wei Ye, Marios Savvides, Bhiksha Raj, Takahiro Shinozaki, Bernt Schiele, Jindong Wang, Xing Xie, Yue Zhang
2022 Neural Information Processing Systems | October 2022
Online Algorithms for the Santa Claus Problem
MohammadTaghi Hajiaghayi, MohammadReza Khani, Debmalya Panigrahi, Max Springer
2022 Neural Information Processing Systems | October 2022
Visual Concepts Tokenization
Tao Yang, Yuwang Wang, Yan Lu, Nanning Zheng
2022 Neural Information Processing Systems | October 2022
Addressing Resource Scarcity across Sign Languages with Multilingual Pretraining and Unified-Vocabulary Datasets
Gokul NC, Manideep Ladi, Sumit Negi, Prem Selvaraj, Pratyush Kumar, Mitesh M Khapra
2022 Neural Information Processing Systems | October 2022
PointNeXt: Revisiting PointNet++ with Improved Training and Scaling Strategies
Guocheng Qian, Yuchen Li, Houwen Peng, Jinjie Mai, Hasan Abed Al Kader Hammoud, Mohamed Elhoseiny, Bernard Ghanem
2022 Neural Information Processing Systems | October 2022
Reinforcement Learning with Automated Auxiliary Loss Search
Tairan He, Yuge Zhang, Kan Ren, Minghuan Liu, Che Wang, Weinan Zhang, Yuqing Yang, Dongsheng Li
2022 Neural Information Processing Systems | October 2022
Understanding the Eluder Dimension
Gene Li, Pritish Kamath, Dylan Foster, Nathan Srebro
2022 Neural Information Processing Systems | October 2022
An Adaptive Deep RL Method for Non-Stationary Environments with Piecewise Stable Context
Xiaoyu Chen, Xiangming Zhu, Yufeng Zheng, Pushi Zhang, Li Zhao, Wenxue Cheng, Peng Cheng, Yongqiang Xiong, Tao Qin, Jianyu Chen, Tie-Yan Liu
Proceedings of the 36th Conference on Neural Information Processing Systems (NeurIPS) | October 2022
Could Giant Pre-trained Image Models Extract Universal Representations?
Yutong Lin, Ze Liu, Zheng Zhang, Han Hu, Nanning Zheng, Stephen Lin, Yue Cao
October 2022
Discovering Design Concepts for CAD Sketches
Yuezhi Yang, Hao Pan
October 2022
Discrete Compositional Representations as an Abstraction for Goal Conditioned Reinforcement Learning
Riashat Islam, Hongyu Zang, Anirudh Goyal, Alex Lamb, Kenji Kawaguchi, Xin Liu, Romain Laroche, Yoshua Bengio, Remi Tachet des Combes
October 2022
Exploring evolution-aware & -free protein language models as protein function predictors
Mingyang Hu, Fajie Yuan, Kevin Yang, Fusong Ju, Jin Sun, Hui Wang, Fei Yang, Qiuyang Ding
October 2022
Exponentially Improving the Complexity of Simulating the Weisfeiler-Lehman Test with Graph Neural Networks
Anders Aamand, Justin Y Chen, Piotr Indyk, Shyam Narayanan, Ronitt Rubinfeld, Nicholas Schiefer, Sandeep Silwal, Tal Wagner
October 2022
Learning General World Models in a Handful of Reward-Free Deployments
Yingchen Xu, Jack Parker-Holder, Aldo Pacchiano, Philip J. Ball, Oleh Rybkin, Stephen J. Roberts, Tim Rocktäschel
October 2022
Learning to Discover and Detect Objects
Vladimir Fomenko, Ismail Elezi, Deva Ramanan, Aljosa Osep, Laura Leal-Taixé
NeurIPS 2022 | October 2022
Less-forgetting Multi-lingual Fine-tuning
Yuren Mao, Yaobo Liang, Nan Duan, Haobo Wang, Kai Wang, Lu Chen, Yunjun Gao
October 2022
MACE: Higher Order Equivariant Message Passing Neural Networks for Fast and Accurate Force Fields
Ilyes Batatia, Dávid Péter Kovács, Gregor Simm, Christoph Ortner, Gábor Csányi
2022 Neural Information Processing Systems | October 2022
Maximizing and Satisficing in Multi-armed Bandits with Graph Information
October 2022
Museformer: Transformer with Fine- and Coarse-Grained Attention for Music Generation
Botao Yu, Peiling Lu, Rui Wang, Wei Hu, Xu Tan, Wei Ye, Shikun Zhang, Tao Qin, Tie-Yan Liu
October 2022
Non-Gaussian Tensor Programs
Eugene Golikov, Greg Yang
October 2022
Nonlinear MCMC for Bayesian Machine Learning
James Vuckovic
October 2022
On the Representation Collapse of Sparse Mixture of Experts
Zewen Chi, Li Dong, Shaohan Huang, Damai Dai, Shuming Ma, Barun Patra, Saksham Singhal, Payal Bajaj, Xia Song, Furu Wei
2022 Neural Information Processing Systems | October 2022
Peripheral Vision Transformer
Juhong Min, Yucheng Zhao, Chong Luo, Minsu Cho
2022 Neural Information Processing Systems | October 2022
PRO: Patch-level Rendering and Optimization for Infinite Visual Synthesis
Chenfei Wu, Zhe Gan, Jianfeng Wang, Lijuan Wang, Zicheng Liu, Nan Duan
October 2022
Refined Dimension-Dependent Analysis for Private Convex Learning and Implications for Fine-Tuning
Xuechen Li, Daogao Liu, Tatsunori Hashimoto, Huseyin Inan, Janardhan (Jana) Kulkarni, YinTat Lee, Abhradeep Guha Thakurta
October 2022
Robust Model Selection and Nearly-Proper Learning for GMMs
October 2022
RTFormer: Efficient Design for Real-Time Semantic Segmentation with Transformer
Jian Wang, Chenhui Gou, Qiman Wu, Haocheng Feng, Junyu Han, Errui Ding, Jingdong Wang
2022 Neural Information Processing Systems | October 2022
Sparse Gaussian Process Hyperparameters: Optimize or Integrate?
October 2022
Unpacking Reward Shaping: Understanding the Benefits of Reward Engineering on Sample Complexity
Abhishek Gupta, Aldo Pacchiano, Yuexiang Zhai, Sham Kakade, Sergey Levine
October 2022
You Never Stop Dancing: Non-freezing Dance Generation via Bank-constrained Manifold Projection
Jiangxin Sun, Chunyu Wang, Huang Hu, Hanjiang Lai, Zhi Jin, Jian-Fang Hu
October 2022
VRL3: A Data-Driven Framework for Visual Deep Reinforcement Learning
Che Wang, Xufang Luo, Keith Ross, Dongsheng Li
2022 Neural Information Processing Systems | September 2022
Task-Agnostic Graph Explanations
Yaochen Xie, Sumeet Katariya, Xianfeng Tang, Edward Huang, Nikhil Rao, Karthik Subbian, Shuiwang Ji
2022 Neural Information Processing Systems | September 2022
Missing Data Imputation and Acquisition with Deep Hierarchical Models and Hamiltonian Monte Carlo
Ignacio Peis, Chao Ma, Jose Miguel Hernandez Lobato
2022 Neural Information Processing Systems | September 2022
Unsupervised Learning of Group Invariant and Equivariant Representations
Robin Winter, Marco Bertolini, Tuan Le, Frank Noé, Djork-Arné Clevert
2022 Neural Information Processing Systems | September 2022
Visual Clues: Bridging Vision and Language Foundations for Image Paragraph Captioning
Yujia Xie, Luowei Zhou, Xiyang Dai, Lu Yuan, Nguyen Bach, Ce Liu, Michael Zeng
2022 Neural Information Processing Systems | September 2022
Recurrent Convolutional Neural Networks Learn Succinct Learning Algorithms
Surbhi Goel, Sham Kakade, Adam Tauman Kalai, Cyril Zhang
2022 Neural Information Processing Systems | September 2022
OpenFWI: Large-scale Multi-structural Benchmark Datasets for Full Waveform Inversion
Chengyuan Deng, Shihang Feng, Hanchen Wang, Xitong Zhang, Peng Jin, Yinan Feng, Qili Zeng, Yinpeng Chen, Youzuo Lin
2022 Neural Information Processing Systems | August 2022
Riemannian Diffusion Models
Chin-Wei Huang, Milad Aghajohari, Avishek Joey Bose, Prakash Panangaden, Aaron Courville
2022 Neural Information Processing Systems | August 2022
The Power and Limitation of Pretraining-Finetuning for Linear Regression under Covariate Shift
Jingfeng Wu, Difan Zou, Vladimir Braverman, Quanquan Gu, Sham Kakade
2022 Neural Information Processing Systems | August 2022
NUWA-Infinity: Autoregressive over Autoregressive Generation for Infinite Visual Synthesis
Chenfei Wu, Jian Liang, Xiaowei Hu, Zhe Gan, Jianfeng Wang, Lijuan Wang, Zicheng Liu, Yuejian Fang, Nan Duan
NeurIPS 2022 | July 2022
Repairing Neural Networks by Leaving the Right Past Behind
Ryutaro Tanno, Melanie Fernandez Pradier, Aditya Nori, Yingzhen Li
2022 Neural Information Processing Systems | July 2022
MoCapAct: A Multi-Task Dataset for Simulated Humanoid Control
Nolan Wagener, Andrey Kolobov, Felipe Vieira Frujeri, Ricky Loynd, Ching-An Cheng, Matthew Hausknecht
NeurIPS 2022 Datasets and Benchmarks Track | July 2022
BigBIO: A Framework for Data-Centric Biomedical Natural Language Processing
Sid Kiblawi
2022 Neural Information Processing Systems | June 2022
Quantized Training of Gradient Boosted Decision Trees
Yu Shi, Guolin Ke, Zhuoming Chen, Shuxin Zheng, Tie-Yan Liu
2022 Neural Information Processing Systems | June 2022
GLIPv2: Unifying Localization and Vision-Language Understanding
Haotian Zhang, Pengchuan Zhang, Xiaowei Hu, Yen-Chun Chen, Liunian Harold Li, Xiyang Dai, Lijuan Wang, Lu Yuan, Jenq-Neng Hwang, Jianfeng Gao
NeurIPS 2022 | June 2022
Preprint
On the Statistical Efficiency of Reward-Free Exploration in Non-Linear RL
Jinglin Chen, Aditya Modi, Akshay Krishnamurthy, Nan Jiang, Alekh Agarwal
2022 Neural Information Processing Systems | June 2022
Transcormer: Transformer for Sentence Scoring with Sliding Language Modeling
Kaitao Song, Yichong Leng, Xu Tan, Yicheng Zou, Tao Qin, Dongsheng Li
2022 Neural Information Processing Systems | June 2022
ZeroQuant: Efficient and Affordable Post-Training Quantization for Large-Scale Transformers
Zhewei Yao, Reza Yazdani Aminabadi, Minjia Zhang, Xiaoxia Wu, Conglong Li, Yuxiong He (yuxhe)
MSR-TR-2022-9 | June 2022
Published by Microsoft
Debiased Machine Learning without Sample-Splitting for Stable Estimators
Qizhao Chen, Vasilis Syrgkanis, Morgane Austern
2022 Neural Information Processing Systems | June 2022
Learning (Very) Simple Generative Models Is Hard
Sitan Chen, Jerry Li, Yuanzhi Li
2022 Neural Information Processing Systems | May 2022
Provably sample-efficient RL with side information about latent dynamics
Yao Liu, Dipendra Misra, Miro Dudík, Robert E. Schapire
2022 Neural Information Processing Systems | May 2022
Your Transformer May Not be as Powerful as You Expect
Shengjie Luo, Shanda Li, Shuxin Zheng, Tie-Yan Liu, Liwei Wang, Di He
2022 Neural Information Processing Systems | May 2022
Why GANs are overkill for NLP
David Alvarez-Melis, Vikas Garg, Adam Tauman Kalai
2022 Neural Information Processing Systems | May 2022
K-LITE: Learning Transferable Visual Models with External Knowledge
Sheng Shen, Chunyuan Li, Xiaowei Hu, Yujia Xie, Jianwei Yang, Pengchuan Zhang, Zhe Gan, Lijuan Wang, Lu Yuan, Ce Liu, Kurt Keutzer, Trevor Darrell, Anna Rohrbach, Jianfeng Gao
NeurIPS 2022 | April 2022
Oral Presentation (1%)
ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual Models
Chunyuan Li, Haotian Liu, Liunian Harold Li, Pengchuan Zhang, Jyoti Aneja, Jianwei Yang, Ping Jin, Yong Jae Lee, Houdong Hu, Zicheng Liu, Jianfeng Gao
NeurIPS (Datasets and Benchmarks Track) | April 2022
Benchmark Page: https://computer-vision-in-the-wild.github.io/ELEVATER/
FocalNet: Focal Modulation Networks
Jianwei Yang, Chunyuan Li, Jianfeng Gao
2022 Neural Information Processing Systems | March 2022
Risk Bounds of Multi-Pass SGD for Least Squares in the Interpolation Regime
Difan Zou, Jingfeng Wu, Vladimir Braverman, Quanquan Gu, Sham Kakade
2022 Neural Information Processing Systems | March 2022
Simultaneous Missing Value Imputation and Structure Learning with Groups
Pablo Morales-Alvarez, Wenbo Gong, Angus Lamb, Simon Woodhead, Simon Peyton Jones, Nick Pawlowski, Miltos Allamanis, Cheng Zhang
2022 Neural Information Processing Systems | February 2022
Sample Optimality and All-for-all Strategies in Personalized Federated and Collaborative Learning
Mathieu Even, Laurent Massoulie, Kevin Scaman
2022 Neural Information Processing Systems | February 2022
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VLMo: Unified Vision-Language Pre-Training with Mixture-of-Modality-Experts
Hangbo Bao, Wenhui Wang, Li Dong, Qiang Liu, Owais Khan Mohammed, Kriti Aggarwal, Subhojit Som, Furu Wei
2021 Neural Information Processing Systems | November 2021
RKHS-SHAP: Shapley Values for Kernel Methods
Siu Lun Chau, Javier González, Dino Sejdinovic
2021 Neural Information Processing Systems | October 2021
Robust Generalized Method of Moments: A Finite Sample Viewpoint
Dhruv Rohatgi, Vasilis Syrgkanis
2021 Neural Information Processing Systems | October 2021
Rapid Model Architecture Adaption for Meta-Learning
Yiren Zhao, Xitong Gao, Ilia Shumailov, Nicolo Fusi, Robert D. Mullins
2021 Neural Information Processing Systems | September 2021
Publications by Research Area
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Matching in Multi-arm Bandit with Collision
Yirui Zhang, Siwei Wang, Zhixuan Fang
NeurIPS 2022 | December 2022
Combinatorial Bandits with Linear Constraints: Beyond Knapsacks and Fairness
Qingsong Liu, Weihang Xu, Siwei Wang, Zhixuan Fang
NeurIPS 2022 | December 2022
When does return-conditioned supervised learning work for offline reinforcement learning?
David Brandfonbrener, Alberto Bietti, Jacob Buckman, Romain Laroche, Joan Bruna
2022 Neural Information Processing Systems | December 2022
Re-Evaluating Chemical Synthesis Planning Algorithms
Austin Tripp, Krzysztof Maziarz, Sarah Lewis, Guoqing Liu, Marwin Segler
NeurIPS 2022 (AI for Science: Progress and Promises Workshop) | December 2022
Surreal VR Pong: LLM approach to Game Design
Jasmine Roberts, Andrzej Banburski-Fahey, Jaron Lanier
36th Conference on Neural Information Processing Systems (NeurIPS 2022) | December 2022
Surrogate Modeling for Methane Dispersion Simulations Using Fourier Neural Operator
Qie Zhang, Micro Milletari, Yagna Oruganti, Philipp Witte
NeurIPS 2022 Workshop Tackling Climate Change with Machine Learning | December 2022
Proposal Track
Industry-scale CO2 Flow Simulations with Model-Parallel Fourier Neural Operators
Philipp Witte, Russell Hewett, Ranveer Chandra
NeurIPS 2022 Workshop Tackling Climate Change with Machine Learning | December 2022
Neuron with Steady Response Leads to Better Generalization
Qiang Fu, Lun Du, Haitao Mao, Xu Chen, Wei Fang, Shi Han, Dongmei Zhang
Thirty-sixth Conference on Neural Information Processing Systems (NeurIPS’22) | December 2022
M³ViT: Mixture-of-Experts Vision Transformer for Efficient Multi-task Learning with Model-Accelerator Co-design
Hanxue Liang, Zhiwen Fan, Rishov Sarkar, Ziyu Jiang, Tianlong Chen, Yu Cheng, Cong Hao, Zhangyang Wang
36th Annual Conference on Neural Information Processing System (NeurIPS 2022) | December 2022
LiteTransformerSearch: Training-free On-device Search for Efficient Autoregressive Language Models
Mojan Javaheripi, Shital Shah, Subhabrata (Subho) Mukherjee, Tomasz L. Religa, Caio C. T. Mendes, Gustavo H. de Rosa, Sébastien Bubeck, Farinaz Koushanfar, Debadeepta Dey
NeurIPS 2022 | December 2022
AutoDistil: Few-shot Task-agnostic Neural Architecture Search for Distilling Large Language Models
Dongkuan Xu, Subhabrata (Subho) Mukherjee, Xiaodong Liu, Debadeepta Dey, Wenhui Wang, Xiang Zhang, Ahmed Awadallah, Jianfeng Gao
NeurIPS 2022 | December 2022
SCAMPS: Synthetics for Camera Measurement of Physiological Signals
Daniel McDuff, Jeremiah (Miah) Wander, Xin Liu, Brian L. Hill, Javier Hernandez, Jonathan Lester, Tadas Baltrusaitis
Thirty-sixth Conference on Neural Information Processing Systems | November 2022
Near-Optimal Correlation Clustering with Privacy
Vincent Cohen-Addad, Chenglin Fan, Silvio Lattanzi, Slobodan Mitrović, Ashkan Norouzi-Fard, Nikos Parotsidis, Jakub Tarnawski
NeurIPS 2022 | November 2022
CASPR: Customer Activity Sequence based Prediction and Representation
Pin-Jung Chen, Sahil Bhatnagar, Damian Konrad Kowalczyk, Mayank Shrivastava
NeurIPS 2022 | November 2022
Symbolic Distillation for Learned TCP Congestion Control
S P Sharan, Wenqing Zheng, Kuo-Feng Hsu, Jiarong Xing, Ang Chen, Zhangyang Wang
NeurIPS 2022 | November 2022
Equivariant Networks for Zero-Shot Coordination
Darius Muglich, Christian Schroeder de Witt, Elise van der Pol, Shimon Whiteson, Jakob Nicolaus Foerster
NeurIPS 2022 | November 2022
On the Complexity of Adversarial Decision Making
Dylan J Foster, Alexander Rakhlin, Ayush Sekhari, Karthik Sridharan
NeurIPS 2022 | November 2022
Oral presentation
OmniVL: One Foundation Model for Image-Language and Video-Language Tasks
Junke Wang, Dongdong Chen, Zuxuan Wu, Chong Luo, Luowei Zhou, Yucheng Zhao, Yujia Xie, Ce Liu, Yu-Gang Jiang, Lu Yuan
NeurIPS 2022 | November 2022
Maximum Class Separation as Inductive Bias in One Matrix
Tejaswi Kasarla, Gertjan J. Burghouts, Max van Spengler, Elise van der Pol, Rita Cucchiara, Pascal Mettes
NeurIPS 2022 | November 2022
Oral presentation
Mask-based Latent Reconstruction for Reinforcement Learning
Tao Yu, Zhizheng Zhang, Cuiling Lan, Yan Lu, Zhibo Chen
NeurIPS 2022 | November 2022
Long-Form Video-Language Pre-Training with Multimodal Temporal Contrastive Learning
Yuchong Sun, Hongwei Xue, Ruihua Song, Bei Liu, Huan Yang, Jianlong Fu
NeurIPS 2022 | November 2022
LogiGAN: Learning Logical Reasoning via Adversarial Pre-training
Xinyu Pi, Wanjun Zhong, Yan Gao, Nan Duan, Jian-Guang Lou
NeurIPS 2022 | November 2022
Interaction-Grounded Learning with Action-Inclusive Feedback
Tengyang Xie, Akanksha Saran, Dylan J Foster, Lekan P Molu, Ida Momennejad, Nan Jiang, Paul Mineiro, John Langford
NeurIPS 2022 | November 2022
Incentivizing Combinatorial Bandit Exploration
Xinyan Hu, Dung Daniel Ngo, Aleksandrs Slivkins, Steven Wu
NeurIPS 2022 | November 2022
High-dimensional Asymptotics of Feature Learning: How One Gradient Step Improves the Representation
Jimmy Ba, Murat A Erdogdu, Taiji Suzuki, Zhichao Wang, Denny Wu, Greg Yang
NeurIPS 2022 | November 2022
Hidden Progress in Deep Learning: SGD Learns Parities Near the Computational Limit
Boaz Barak, Benjamin L. Edelman, Surbhi Goel, Sham M. Kakade, Eran Malach, Cyril Zhang
NeurIPS 2022 | November 2022
Gradient Estimation with Discrete Stein Operators
Jiaxin Shi, Yuhao Zhou, Jessica Hwang, Michalis Titsias, Lester Mackey
NeurIPS 2022 | November 2022
Outstanding Paper
Fault-Aware Neural Code Rankers
Jeevana Priya Inala, Chenglong Wang, Mei Yang, Andres Codas, Mark Encarnación, Shuvendu Lahiri, Madan Musuvathi, Jianfeng Gao
NeurIPS 2022 | November 2022
FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial Learning
Tao Qi, Fangzhao Wu, Chuhan Wu, Lingjuan Lyu, Tong Xu, Hao Liao, Zhongliang Yang, Yongfeng Huang, Xing Xie
NeurIPS 2022 | November 2022
Expediting Large-Scale Vision Transformer for Dense Prediction without Fine-tuning
Weicong Liang, Yuhui Yuan, Henghui Ding, Xiao Luo, Weihong Lin, Ding Jia, Zheng Zhang, Chao Zhang, Han Hu
NeurIPS 2022 | November 2022
Does Momentum Change the Implicit Regularization on Separable Data?
Bohan Wang, Qi Meng, Huishuai Zhang, Ruoyu Sun, Wei Chen, Zhi-Ming Ma, Tie-Yan Liu
NeurIPS 2022 | November 2022
Diffusion Models as Plug-and-Play Priors
Alexandros Graikos, Nikolay Malkin, Nebojsa Jojic, Dimitris Samaras
NeurIPS 2022 | November 2022
Fast and Scalable Homomorphically Encrypted Graph Convolutional Network Inference
Ran Ran, Wei Wang, Quan Gang, Jieming Yin, Nuo Xu, Wujie Wen
NeurIPS 2022 | November 2022
Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification
Massimiliano Patacchiola, John F Bronskill, Aliaksandra Shysheya, Katja Hofmann, Sebastian Nowozin, Richard E Turner
NeurIPS 2022 | November 2022
Censored Quantile Regression Neural Networks for Distribution-Free Survival Analysis
Tim Pearce, Jong-Hyeon Jeong, Yichen Jia, Jun Zhu
NeurIPS 2022 | November 2022
CATER: Intellectual Property Protection on Text Generation APIs via Conditional Watermarks
Xuanli He, Qiongkai Xu, Yi Zeng, Lingjuan Lyu, Fangzhao Wu, Jiwei Li, Ruoxi Jia
NeurIPS 2022 | November 2022
Bootstrapped Transformer for Offline Reinforcement Learning
Kerong Wang, Hanye Zhao, Xufang Luo, Kan Ren, Weinan Zhang, Dongsheng Li
NeurIPS 2022 | November 2022
BinauralGrad: A Two-Stage Conditional Diffusion Probabilistic Model for Binaural Audio Synthesis
Yichong Leng, Zehua Chen, Junliang Guo, Haohe Liu, Jiawei Chen, Xu Tan, Danilo Mandic, Lei He, Xiangyang Li,, Tao Qin, Sheng Zhao, Tie-Yan Liu
NeurIPS 2022 | November 2022
Best of Both Worlds Model Selection
Aldo Pacchiano, Christoph Dann, Claudio Gentile
NeurIPS 2022 | November 2022
AniFaceGAN: Animatable 3D-Aware Face Image Generation for Video Avatars
Yue Wu, Yu Deng, Jiaolong Yang, Fangyun Wei, Qifeng Chen, Xin Tong
NeurIPS 2022 | November 2022
Alignment-guided Temporal Attention for Video Action Recognition
Yizhou Zhao, Zhenyang Li, Xun Guo, Yan Lu
NeurIPS 2022 | November 2022
A Neural Corpus Indexer for Document Retrieval
Yujing Wang, Yingyan Hou, Haonan Wang, Ziming Miao, Shibin Wu, Hao Sun, Qi Chen, Yuqing Xia, Chengmin Chi, Guoshuai Zhao, Zheng Liu, Xing Xie, Hao Allen Sun, Weiwei Deng, Qi Zhang, Mao Yang
NeurIPS 2022 | November 2022
Outstanding Paper
Coarse-to-Fine Vision-Language Pre-training with Fusion in the Backbone
Zi-Yi Dou, Aishwarya Kamath, Zhe Gan, Pengchuan Zhang, Jianfeng Wang, Linjie Li, Zicheng Liu, Ce Liu, Yann LeCun, Nanyun Peng, Jianfeng Gao, Lijuan Wang
NeurIPS 2022 | November 2022
Extreme Compression for Pre-trained Transformers Made Simple and Efficient
Xiaoxia Wu, Zhewei Yao, Minjia Zhang, Conglong Li, Yuxiong He
NeurIPS 2022 | November 2022
REVIVE: Regional Visual Representation Matters in Knowledge-Based Visual Question Answering
Yuanze Lin, Yujia Xie, Dongdong Chen, Yichong Xu, Chenguang Zhu, Lu Yuan
Conference on Neural Information Processing Systems (NeurIPS) 2022 | November 2022
Differentially Private Model Compression
Fatemehsadat Mireshghallah, Arturs Backurs, Huseyin Inan, Lukas Wutschitz, Janardhan (Jana) Kulkarni
NeurIPS 2022 | November 2022
Two-Stream Network for Sign Language Recognition and Translation
Yutong Chen, Ronglai Zuo, Fangyun Wei, Yu Wu, Shujie Liu, Brian Mak
2022 Neural Information Processing Systems | November 2022
Uni[MASK]: Unified Inference in Sequential Decision Problems
Micah Carroll, Orr Paradise, Jessy Lin, Raluca Georgescu, Mingfei Sun, Dave Bignell, Stephanie Milani, Katja Hofmann, Matthew Hausknecht, Anca Dragan, Sam Devlin
2022 Neural Information Processing Systems | November 2022
Learning Modular Simulations for Homogeneous Systems
Jayesh K. Gupta, Sai Vemprala, Ashish Kapoor
2022 Neural Information Processing Systems | November 2022
Efficient and Effective Multi-task Grouping via Meta Learning on Task Combinations
Xiaozhuang Song, Shun Zheng, Wei Cao, James Yu, Jiang Bian
2022 Neural Information Processing Systems | November 2022
Self-explaining deep models with logic rule reasoning
Seungeon Lee, Xiting Wang, Sungwon Han, Xiaoyuan Yi, Xing Xie, Meeyoung Cha
Neural Information Processing Systems (NeurIPS) | November 2022
Batch-Size Independent Regret Bounds for Combinatorial Semi-Bandits with Probabilistically Triggered Arms or Independent Arms
Xutong Liu, Jinhang Zuo, Siwei Wang, Carlee Joe-Wong, John C.S. Lui, Wei Chen
Proceedings of the 36th Conference on Neural Information Processing Systems (NeurIPS) | November 2022
Tiered Reinforcement Learning: Pessimism in the Face of Uncertainty and Constant Regret
Jiawei Huang, Li Zhao, Tao Qin, Wei Chen, Nan Jiang, Tie-Yan Liu
Proceedings of the 36th Conference on Neural Information Processing Systems (NeurIPS) | November 2022
Temporal Latent Bottleneck: Synthesis of Fast and Slow Processing Mechanisms in Sequence Learning
Aniket Didolkar, Kshitij Gupta, Anirudh Goyal, Nitesh B. Gundavarapu, Alex Lamb, Nan Rosemary Ke, Yoshua Bengio
2022 Neural Information Processing Systems | October 2022
Robustness Analysis of Video-Language Models Against Visual and Language Perturbations
Madeline C. Schiappa, Shruti Vyas, Hamid Palangi, Yogesh S. Rawat, Vibhav Vineet
2022 Neural Information Processing Systems | October 2022
Probing Classifiers are Unreliable for Concept Removal and Detection
Abhinav Kumar, Chenhao Tan, Amit Sharma
2022 Neural Information Processing Systems | October 2022
Exploring evolution-based & -free protein language models as protein function predictors
Mingyang Hu, Fajie Yuan, Kevin Yang, Fusong Ju, Jin Sun, Hui Wang, Fei Yang, Qiuyang Ding
2022 Neural Information Processing Systems | October 2022
The Stability-Efficiency Dilemma: Investigating Sequence Length Warmup for Training GPT Models
Conglong Li, Minjia Zhang, Yuxiong He
2022 Neural Information Processing Systems | October 2022
Sampling with Riemannian Hamiltonian Monte Carlo in a Constrained Space
Yunbum Kook, Yin Tat Lee, Ruoqi Shen, Santosh S. Vempala
2022 Neural Information Processing Systems | October 2022
Parameter-free Dynamic Graph Embedding for Link Prediction
Jiahao Liu, Dongsheng Li, Hansu Gu, Tun Lu, Peng Zhang, Ning Gu
2022 Neural Information Processing Systems | October 2022
USB: A Unified Semi-supervised Learning Benchmark for Classification
Yidong Wang, Hao Chen, Yue Fan, Wang Sun, Ran Tao, Wenxin Hou, Renjie Wang, Linyi Yang, Zhi Zhou, Lan-Zhe Guo, Heli Qi, Zhen Wu, Yu-Feng Li, Satoshi Nakamura, Wei Ye, Marios Savvides, Bhiksha Raj, Takahiro Shinozaki, Bernt Schiele, Jindong Wang, Xing Xie, Yue Zhang
2022 Neural Information Processing Systems | October 2022
Partial Identification of Treatment Effects with Implicit Generative Models
Vahid Balazadeh, Vasilis Syrgkanis, Rahul Gopal Krishnan
2022 Neural Information Processing Systems | October 2022
Online Algorithms for the Santa Claus Problem
MohammadTaghi Hajiaghayi, MohammadReza Khani, Debmalya Panigrahi, Max Springer
2022 Neural Information Processing Systems | October 2022
Visual Concepts Tokenization
Tao Yang, Yuwang Wang, Yan Lu, Nanning Zheng
2022 Neural Information Processing Systems | October 2022
Addressing Resource Scarcity across Sign Languages with Multilingual Pretraining and Unified-Vocabulary Datasets
Gokul NC, Manideep Ladi, Sumit Negi, Prem Selvaraj, Pratyush Kumar, Mitesh M Khapra
2022 Neural Information Processing Systems | October 2022
Reinforcement Learning with Automated Auxiliary Loss Search
Tairan He, Yuge Zhang, Kan Ren, Minghuan Liu, Che Wang, Weinan Zhang, Yuqing Yang, Dongsheng Li
2022 Neural Information Processing Systems | October 2022
PointNeXt: Revisiting PointNet++ with Improved Training and Scaling Strategies
Guocheng Qian, Yuchen Li, Houwen Peng, Jinjie Mai, Hasan Abed Al Kader Hammoud, Mohamed Elhoseiny, Bernard Ghanem
2022 Neural Information Processing Systems | October 2022
Understanding the Eluder Dimension
Gene Li, Pritish Kamath, Dylan Foster, Nathan Srebro
2022 Neural Information Processing Systems | October 2022
PRO: Patch-level Rendering and Optimization for Infinite Visual Synthesis
Chenfei Wu, Zhe Gan, Jianfeng Wang, Lijuan Wang, Zicheng Liu, Nan Duan
October 2022
RTFormer: Efficient Design for Real-Time Semantic Segmentation with Transformer
Jian Wang, Chenhui Gou, Qiman Wu, Haocheng Feng, Junyu Han, Errui Ding, Jingdong Wang
2022 Neural Information Processing Systems | October 2022
MACE: Higher Order Equivariant Message Passing Neural Networks for Fast and Accurate Force Fields
Ilyes Batatia, Dávid Péter Kovács, Gregor Simm, Christoph Ortner, Gábor Csányi
2022 Neural Information Processing Systems | October 2022
Sparse Gaussian Process Hyperparameters: Optimize or Integrate?
October 2022
Maximizing and Satisficing in Multi-armed Bandits with Graph Information
October 2022
Robust Model Selection and Nearly-Proper Learning for GMMs
October 2022
You Never Stop Dancing: Non-freezing Dance Generation via Bank-constrained Manifold Projection
Jiangxin Sun, Chunyu Wang, Huang Hu, Hanjiang Lai, Zhi Jin, Jian-Fang Hu
October 2022
Unpacking Reward Shaping: Understanding the Benefits of Reward Engineering on Sample Complexity
Abhishek Gupta, Aldo Pacchiano, Yuexiang Zhai, Sham Kakade, Sergey Levine
October 2022
Refined Dimension-Dependent Analysis for Private Convex Learning and Implications for Fine-Tuning
Xuechen Li, Daogao Liu, Tatsunori Hashimoto, Huseyin Inan, Janardhan (Jana) Kulkarni, YinTat Lee, Abhradeep Guha Thakurta
October 2022
Nonlinear MCMC for Bayesian Machine Learning
James Vuckovic
October 2022
Non-Gaussian Tensor Programs
Eugene Golikov, Greg Yang
October 2022
Museformer: Transformer with Fine- and Coarse-Grained Attention for Music Generation
Botao Yu, Peiling Lu, Rui Wang, Wei Hu, Xu Tan, Wei Ye, Shikun Zhang, Tao Qin, Tie-Yan Liu
October 2022
Less-forgetting Multi-lingual Fine-tuning
Yuren Mao, Yaobo Liang, Nan Duan, Haobo Wang, Kai Wang, Lu Chen, Yunjun Gao
October 2022
Learning to Discover and Detect Objects
Vladimir Fomenko, Ismail Elezi, Deva Ramanan, Aljosa Osep, Laura Leal-Taixé
NeurIPS 2022 | October 2022
Learning General World Models in a Handful of Reward-Free Deployments
Yingchen Xu, Jack Parker-Holder, Aldo Pacchiano, Philip J. Ball, Oleh Rybkin, Stephen J. Roberts, Tim Rocktäschel
October 2022
Exponentially Improving the Complexity of Simulating the Weisfeiler-Lehman Test with Graph Neural Networks
Anders Aamand, Justin Y Chen, Piotr Indyk, Shyam Narayanan, Ronitt Rubinfeld, Nicholas Schiefer, Sandeep Silwal, Tal Wagner
October 2022
Exploring evolution-aware & -free protein language models as protein function predictors
Mingyang Hu, Fajie Yuan, Kevin Yang, Fusong Ju, Jin Sun, Hui Wang, Fei Yang, Qiuyang Ding
October 2022
Discrete Compositional Representations as an Abstraction for Goal Conditioned Reinforcement Learning
Riashat Islam, Hongyu Zang, Anirudh Goyal, Alex Lamb, Kenji Kawaguchi, Xin Liu, Romain Laroche, Yoshua Bengio, Remi Tachet des Combes
October 2022
Discovering Design Concepts for CAD Sketches
Yuezhi Yang, Hao Pan
October 2022
Could Giant Pre-trained Image Models Extract Universal Representations?
Yutong Lin, Ze Liu, Zheng Zhang, Han Hu, Nanning Zheng, Stephen Lin, Yue Cao
October 2022
Peripheral Vision Transformer
Juhong Min, Yucheng Zhao, Chong Luo, Minsu Cho
2022 Neural Information Processing Systems | October 2022
On the Representation Collapse of Sparse Mixture of Experts
Zewen Chi, Li Dong, Shaohan Huang, Damai Dai, Shuming Ma, Barun Patra, Saksham Singhal, Payal Bajaj, Xia Song, Furu Wei
2022 Neural Information Processing Systems | October 2022
An Adaptive Deep RL Method for Non-Stationary Environments with Piecewise Stable Context
Xiaoyu Chen, Xiangming Zhu, Yufeng Zheng, Pushi Zhang, Li Zhao, Wenxue Cheng, Peng Cheng, Yongqiang Xiong, Tao Qin, Jianyu Chen, Tie-Yan Liu
Proceedings of the 36th Conference on Neural Information Processing Systems (NeurIPS) | October 2022
VRL3: A Data-Driven Framework for Visual Deep Reinforcement Learning
Che Wang, Xufang Luo, Keith Ross, Dongsheng Li
2022 Neural Information Processing Systems | September 2022
Task-Agnostic Graph Explanations
Yaochen Xie, Sumeet Katariya, Xianfeng Tang, Edward Huang, Nikhil Rao, Karthik Subbian, Shuiwang Ji
2022 Neural Information Processing Systems | September 2022
Missing Data Imputation and Acquisition with Deep Hierarchical Models and Hamiltonian Monte Carlo
Ignacio Peis, Chao Ma, Jose Miguel Hernandez Lobato
2022 Neural Information Processing Systems | September 2022
Unsupervised Learning of Group Invariant and Equivariant Representations
Robin Winter, Marco Bertolini, Tuan Le, Frank Noé, Djork-Arné Clevert
2022 Neural Information Processing Systems | September 2022
Visual Clues: Bridging Vision and Language Foundations for Image Paragraph Captioning
Yujia Xie, Luowei Zhou, Xiyang Dai, Lu Yuan, Nguyen Bach, Ce Liu, Michael Zeng
2022 Neural Information Processing Systems | September 2022
Recurrent Convolutional Neural Networks Learn Succinct Learning Algorithms
Surbhi Goel, Sham Kakade, Adam Tauman Kalai, Cyril Zhang
2022 Neural Information Processing Systems | September 2022
OpenFWI: Large-scale Multi-structural Benchmark Datasets for Full Waveform Inversion
Chengyuan Deng, Shihang Feng, Hanchen Wang, Xitong Zhang, Peng Jin, Yinan Feng, Qili Zeng, Yinpeng Chen, Youzuo Lin
2022 Neural Information Processing Systems | August 2022
Riemannian Diffusion Models
Chin-Wei Huang, Milad Aghajohari, Avishek Joey Bose, Prakash Panangaden, Aaron Courville
2022 Neural Information Processing Systems | August 2022
The Power and Limitation of Pretraining-Finetuning for Linear Regression under Covariate Shift
Jingfeng Wu, Difan Zou, Vladimir Braverman, Quanquan Gu, Sham Kakade
2022 Neural Information Processing Systems | August 2022
NUWA-Infinity: Autoregressive over Autoregressive Generation for Infinite Visual Synthesis
Chenfei Wu, Jian Liang, Xiaowei Hu, Zhe Gan, Jianfeng Wang, Lijuan Wang, Zicheng Liu, Yuejian Fang, Nan Duan
NeurIPS 2022 | July 2022
Repairing Neural Networks by Leaving the Right Past Behind
Ryutaro Tanno, Melanie Fernandez Pradier, Aditya Nori, Yingzhen Li
2022 Neural Information Processing Systems | July 2022
MoCapAct: A Multi-Task Dataset for Simulated Humanoid Control
Nolan Wagener, Andrey Kolobov, Felipe Vieira Frujeri, Ricky Loynd, Ching-An Cheng, Matthew Hausknecht
NeurIPS 2022 Datasets and Benchmarks Track | July 2022
BigBIO: A Framework for Data-Centric Biomedical Natural Language Processing
Sid Kiblawi
2022 Neural Information Processing Systems | June 2022
Quantized Training of Gradient Boosted Decision Trees
Yu Shi, Guolin Ke, Zhuoming Chen, Shuxin Zheng, Tie-Yan Liu
2022 Neural Information Processing Systems | June 2022
GLIPv2: Unifying Localization and Vision-Language Understanding
Haotian Zhang, Pengchuan Zhang, Xiaowei Hu, Yen-Chun Chen, Liunian Harold Li, Xiyang Dai, Lijuan Wang, Lu Yuan, Jenq-Neng Hwang, Jianfeng Gao
NeurIPS 2022 | June 2022
Preprint
On the Statistical Efficiency of Reward-Free Exploration in Non-Linear RL
Jinglin Chen, Aditya Modi, Akshay Krishnamurthy, Nan Jiang, Alekh Agarwal
2022 Neural Information Processing Systems | June 2022
Transcormer: Transformer for Sentence Scoring with Sliding Language Modeling
Kaitao Song, Yichong Leng, Xu Tan, Yicheng Zou, Tao Qin, Dongsheng Li
2022 Neural Information Processing Systems | June 2022
ZeroQuant: Efficient and Affordable Post-Training Quantization for Large-Scale Transformers
Zhewei Yao, Reza Yazdani Aminabadi, Minjia Zhang, Xiaoxia Wu, Conglong Li, Yuxiong He (yuxhe)
MSR-TR-2022-9 | June 2022
Published by Microsoft
Debiased Machine Learning without Sample-Splitting for Stable Estimators
Qizhao Chen, Vasilis Syrgkanis, Morgane Austern
2022 Neural Information Processing Systems | June 2022
Learning (Very) Simple Generative Models Is Hard
Sitan Chen, Jerry Li, Yuanzhi Li
2022 Neural Information Processing Systems | May 2022
Provably sample-efficient RL with side information about latent dynamics
Yao Liu, Dipendra Misra, Miro Dudík, Robert E. Schapire
2022 Neural Information Processing Systems | May 2022
Your Transformer May Not be as Powerful as You Expect
Shengjie Luo, Shanda Li, Shuxin Zheng, Tie-Yan Liu, Liwei Wang, Di He
2022 Neural Information Processing Systems | May 2022
Why GANs are overkill for NLP
David Alvarez-Melis, Vikas Garg, Adam Tauman Kalai
2022 Neural Information Processing Systems | May 2022
K-LITE: Learning Transferable Visual Models with External Knowledge
Sheng Shen, Chunyuan Li, Xiaowei Hu, Yujia Xie, Jianwei Yang, Pengchuan Zhang, Zhe Gan, Lijuan Wang, Lu Yuan, Ce Liu, Kurt Keutzer, Trevor Darrell, Anna Rohrbach, Jianfeng Gao
NeurIPS 2022 | April 2022
Oral Presentation (1%)
ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual Models
Chunyuan Li, Haotian Liu, Liunian Harold Li, Pengchuan Zhang, Jyoti Aneja, Jianwei Yang, Ping Jin, Yong Jae Lee, Houdong Hu, Zicheng Liu, Jianfeng Gao
NeurIPS (Datasets and Benchmarks Track) | April 2022
Benchmark Page: https://computer-vision-in-the-wild.github.io/ELEVATER/
FocalNet: Focal Modulation Networks
Jianwei Yang, Chunyuan Li, Jianfeng Gao
2022 Neural Information Processing Systems | March 2022
Risk Bounds of Multi-Pass SGD for Least Squares in the Interpolation Regime
Difan Zou, Jingfeng Wu, Vladimir Braverman, Quanquan Gu, Sham Kakade
2022 Neural Information Processing Systems | March 2022
Simultaneous Missing Value Imputation and Structure Learning with Groups
Pablo Morales-Alvarez, Wenbo Gong, Angus Lamb, Simon Woodhead, Simon Peyton Jones, Nick Pawlowski, Miltos Allamanis, Cheng Zhang
2022 Neural Information Processing Systems | February 2022
Sample Optimality and All-for-all Strategies in Personalized Federated and Collaborative Learning
Mathieu Even, Laurent Massoulie, Kevin Scaman
2022 Neural Information Processing Systems | February 2022
VLMo: Unified Vision-Language Pre-Training with Mixture-of-Modality-Experts
Hangbo Bao, Wenhui Wang, Li Dong, Qiang Liu, Owais Khan Mohammed, Kriti Aggarwal, Subhojit Som, Furu Wei
2021 Neural Information Processing Systems | November 2021
RKHS-SHAP: Shapley Values for Kernel Methods
Siu Lun Chau, Javier González, Dino Sejdinovic
2021 Neural Information Processing Systems | October 2021
Robust Generalized Method of Moments: A Finite Sample Viewpoint
Dhruv Rohatgi, Vasilis Syrgkanis
2021 Neural Information Processing Systems | October 2021
Rapid Model Architecture Adaption for Meta-Learning
Yiren Zhao, Xitong Gao, Ilia Shumailov, Nicolo Fusi, Robert D. Mullins
2021 Neural Information Processing Systems | September 2021
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Topic Segmentation in the Wild: Towards Segmentation of Semi-structured & Unstructured Chats
Reshmi Ghosh, Harjeet Singh Kajal, Sharanya Kamath, Dhuri Shrivastava, Samyadeep Basu, Soundararajan Srinivasan
2022 Neural Information Processing Systems | December 2022
M³ViT: Mixture-of-Experts Vision Transformer for Efficient Multi-task Learning with Model-Accelerator Co-design
Hanxue Liang, Zhiwen Fan, Rishov Sarkar, Ziyu Jiang, Tianlong Chen, Yu Cheng, Cong Hao, Zhangyang Wang
36th Annual Conference on Neural Information Processing System (NeurIPS 2022) | December 2022
LiteTransformerSearch: Training-free On-device Search for Efficient Autoregressive Language Models
Mojan Javaheripi, Shital Shah, Subhabrata (Subho) Mukherjee, Tomasz L. Religa, Caio C. T. Mendes, Gustavo H. de Rosa, Sébastien Bubeck, Farinaz Koushanfar, Debadeepta Dey
NeurIPS 2022 | December 2022
AutoDistil: Few-shot Task-agnostic Neural Architecture Search for Distilling Large Language Models
Dongkuan Xu, Subhabrata (Subho) Mukherjee, Xiaodong Liu, Debadeepta Dey, Wenhui Wang, Xiang Zhang, Ahmed Awadallah, Jianfeng Gao
NeurIPS 2022 | December 2022
REVIVE: Regional Visual Representation Matters in Knowledge-Based Visual Question Answering
Yuanze Lin, Yujia Xie, Dongdong Chen, Yichong Xu, Chenguang Zhu, Lu Yuan
Conference on Neural Information Processing Systems (NeurIPS) 2022 | November 2022
Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners
Zhenhailong Wang, Manling Li, Ruochen Xu, Luowei Zhou, Jie Lei, Xudong Lin, Shuohang Wang, Ziyi Yang, Chenguang Zhu, Derek Hoiem, Shih-Fu Chang, Mohit Bansal, Heng Ji
Conference on Neural Information Processing Systems (NeurIPS) 2022 | November 2022
Addressing Resource Scarcity across Sign Languages with Multilingual Pretraining and Unified-Vocabulary Datasets
Gokul NC, Manideep Ladi, Sumit Negi, Prem Selvaraj, Pratyush Kumar, Mitesh M Khapra
2022 Neural Information Processing Systems | October 2022
BigBIO: A Framework for Data-Centric Biomedical Natural Language Processing
Sid Kiblawi
2022 Neural Information Processing Systems | June 2022
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M³ViT: Mixture-of-Experts Vision Transformer for Efficient Multi-task Learning with Model-Accelerator Co-design
Hanxue Liang, Zhiwen Fan, Rishov Sarkar, Ziyu Jiang, Tianlong Chen, Yu Cheng, Cong Hao, Zhangyang Wang
36th Annual Conference on Neural Information Processing System (NeurIPS 2022) | December 2022
SCAMPS: Synthetics for Camera Measurement of Physiological Signals
Daniel McDuff, Jeremiah (Miah) Wander, Xin Liu, Brian L. Hill, Javier Hernandez, Jonathan Lester, Tadas Baltrusaitis
Thirty-sixth Conference on Neural Information Processing Systems | November 2022
Coarse-to-Fine Vision-Language Pre-training with Fusion in the Backbone
Zi-Yi Dou, Aishwarya Kamath, Zhe Gan, Pengchuan Zhang, Jianfeng Wang, Linjie Li, Zicheng Liu, Ce Liu, Yann LeCun, Nanyun Peng, Jianfeng Gao, Lijuan Wang
NeurIPS 2022 | November 2022
REVIVE: Regional Visual Representation Matters in Knowledge-Based Visual Question Answering
Yuanze Lin, Yujia Xie, Dongdong Chen, Yichong Xu, Chenguang Zhu, Lu Yuan
Conference on Neural Information Processing Systems (NeurIPS) 2022 | November 2022
Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners
Zhenhailong Wang, Manling Li, Ruochen Xu, Luowei Zhou, Jie Lei, Xudong Lin, Shuohang Wang, Ziyi Yang, Chenguang Zhu, Derek Hoiem, Shih-Fu Chang, Mohit Bansal, Heng Ji
Conference on Neural Information Processing Systems (NeurIPS) 2022 | November 2022
Two-Stream Network for Sign Language Recognition and Translation
Yutong Chen, Ronglai Zuo, Fangyun Wei, Yu Wu, Shujie Liu, Brian Mak
2022 Neural Information Processing Systems | November 2022
Robustness Analysis of Video-Language Models Against Visual and Language Perturbations
Madeline C. Schiappa, Shruti Vyas, Hamid Palangi, Yogesh S. Rawat, Vibhav Vineet
2022 Neural Information Processing Systems | October 2022
Visual Concepts Tokenization
Tao Yang, Yuwang Wang, Yan Lu, Nanning Zheng
2022 Neural Information Processing Systems | October 2022
RTFormer: Efficient Design for Real-Time Semantic Segmentation with Transformer
Jian Wang, Chenhui Gou, Qiman Wu, Haocheng Feng, Junyu Han, Errui Ding, Jingdong Wang
2022 Neural Information Processing Systems | October 2022
VRL3: A Data-Driven Framework for Visual Deep Reinforcement Learning
Che Wang, Xufang Luo, Keith Ross, Dongsheng Li
2022 Neural Information Processing Systems | September 2022
Visual Clues: Bridging Vision and Language Foundations for Image Paragraph Captioning
Yujia Xie, Luowei Zhou, Xiyang Dai, Lu Yuan, Nguyen Bach, Ce Liu, Michael Zeng
2022 Neural Information Processing Systems | September 2022
NUWA-Infinity: Autoregressive over Autoregressive Generation for Infinite Visual Synthesis
Chenfei Wu, Jian Liang, Xiaowei Hu, Zhe Gan, Jianfeng Wang, Lijuan Wang, Zicheng Liu, Yuejian Fang, Nan Duan
NeurIPS 2022 | July 2022
GLIPv2: Unifying Localization and Vision-Language Understanding
Haotian Zhang, Pengchuan Zhang, Xiaowei Hu, Yen-Chun Chen, Liunian Harold Li, Xiyang Dai, Lijuan Wang, Lu Yuan, Jenq-Neng Hwang, Jianfeng Gao
NeurIPS 2022 | June 2022
Preprint
K-LITE: Learning Transferable Visual Models with External Knowledge
Sheng Shen, Chunyuan Li, Xiaowei Hu, Yujia Xie, Jianwei Yang, Pengchuan Zhang, Zhe Gan, Lijuan Wang, Lu Yuan, Ce Liu, Kurt Keutzer, Trevor Darrell, Anna Rohrbach, Jianfeng Gao
NeurIPS 2022 | April 2022
Oral Presentation (1%)
ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual Models
Chunyuan Li, Haotian Liu, Liunian Harold Li, Pengchuan Zhang, Jyoti Aneja, Jianwei Yang, Ping Jin, Yong Jae Lee, Houdong Hu, Zicheng Liu, Jianfeng Gao
NeurIPS (Datasets and Benchmarks Track) | April 2022
Benchmark Page: https://computer-vision-in-the-wild.github.io/ELEVATER/
FocalNet: Focal Modulation Networks
Jianwei Yang, Chunyuan Li, Jianfeng Gao
2022 Neural Information Processing Systems | March 2022
VLMo: Unified Vision-Language Pre-Training with Mixture-of-Modality-Experts
Hangbo Bao, Wenhui Wang, Li Dong, Qiang Liu, Owais Khan Mohammed, Kriti Aggarwal, Subhojit Som, Furu Wei
2021 Neural Information Processing Systems | November 2021
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Robustness Analysis of Video-Language Models Against Visual and Language Perturbations
Madeline C. Schiappa, Shruti Vyas, Hamid Palangi, Yogesh S. Rawat, Vibhav Vineet
2022 Neural Information Processing Systems | October 2022
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Near-Optimal Correlation Clustering with Privacy
Vincent Cohen-Addad, Chenglin Fan, Silvio Lattanzi, Slobodan Mitrović, Ashkan Norouzi-Fard, Nikos Parotsidis, Jakub Tarnawski
NeurIPS 2022 | November 2022
Differentially Private Model Compression
Fatemehsadat Mireshghallah, Arturs Backurs, Huseyin Inan, Lukas Wutschitz, Janardhan (Jana) Kulkarni
NeurIPS 2022 | November 2022
Batch-Size Independent Regret Bounds for Combinatorial Semi-Bandits with Probabilistically Triggered Arms or Independent Arms
Xutong Liu, Jinhang Zuo, Siwei Wang, Carlee Joe-Wong, John C.S. Lui, Wei Chen
Proceedings of the 36th Conference on Neural Information Processing Systems (NeurIPS) | November 2022
Tiered Reinforcement Learning: Pessimism in the Face of Uncertainty and Constant Regret
Jiawei Huang, Li Zhao, Tao Qin, Wei Chen, Nan Jiang, Tie-Yan Liu
Proceedings of the 36th Conference on Neural Information Processing Systems (NeurIPS) | November 2022
Online Algorithms for the Santa Claus Problem
MohammadTaghi Hajiaghayi, MohammadReza Khani, Debmalya Panigrahi, Max Springer
2022 Neural Information Processing Systems | October 2022
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Sample Optimality and All-for-all Strategies in Personalized Federated and Collaborative Learning
Mathieu Even, Laurent Massoulie, Kevin Scaman
2022 Neural Information Processing Systems | February 2022
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Fault-Aware Neural Code Rankers
Jeevana Priya Inala, Chenglong Wang, Mei Yang, Andres Codas, Mark Encarnación, Shuvendu Lahiri, Madan Musuvathi, Jianfeng Gao
NeurIPS 2022 | November 2022
Publications by Type
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Matching in Multi-arm Bandit with Collision
Yirui Zhang, Siwei Wang, Zhixuan Fang
NeurIPS 2022 | December 2022
Combinatorial Bandits with Linear Constraints: Beyond Knapsacks and Fairness
Qingsong Liu, Weihang Xu, Siwei Wang, Zhixuan Fang
NeurIPS 2022 | December 2022
When does return-conditioned supervised learning work for offline reinforcement learning?
David Brandfonbrener, Alberto Bietti, Jacob Buckman, Romain Laroche, Joan Bruna
2022 Neural Information Processing Systems | December 2022
Re-Evaluating Chemical Synthesis Planning Algorithms
Austin Tripp, Krzysztof Maziarz, Sarah Lewis, Guoqing Liu, Marwin Segler
NeurIPS 2022 (AI for Science: Progress and Promises Workshop) | December 2022
Surreal VR Pong: LLM approach to Game Design
Jasmine Roberts, Andrzej Banburski-Fahey, Jaron Lanier
36th Conference on Neural Information Processing Systems (NeurIPS 2022) | December 2022
Surrogate Modeling for Methane Dispersion Simulations Using Fourier Neural Operator
Qie Zhang, Micro Milletari, Yagna Oruganti, Philipp Witte
NeurIPS 2022 Workshop Tackling Climate Change with Machine Learning | December 2022
Proposal Track
Industry-scale CO2 Flow Simulations with Model-Parallel Fourier Neural Operators
Philipp Witte, Russell Hewett, Ranveer Chandra
NeurIPS 2022 Workshop Tackling Climate Change with Machine Learning | December 2022
Topic Segmentation in the Wild: Towards Segmentation of Semi-structured & Unstructured Chats
Reshmi Ghosh, Harjeet Singh Kajal, Sharanya Kamath, Dhuri Shrivastava, Samyadeep Basu, Soundararajan Srinivasan
2022 Neural Information Processing Systems | December 2022
Neuron with Steady Response Leads to Better Generalization
Qiang Fu, Lun Du, Haitao Mao, Xu Chen, Wei Fang, Shi Han, Dongmei Zhang
Thirty-sixth Conference on Neural Information Processing Systems (NeurIPS’22) | December 2022
M³ViT: Mixture-of-Experts Vision Transformer for Efficient Multi-task Learning with Model-Accelerator Co-design
Hanxue Liang, Zhiwen Fan, Rishov Sarkar, Ziyu Jiang, Tianlong Chen, Yu Cheng, Cong Hao, Zhangyang Wang
36th Annual Conference on Neural Information Processing System (NeurIPS 2022) | December 2022
LiteTransformerSearch: Training-free On-device Search for Efficient Autoregressive Language Models
Mojan Javaheripi, Shital Shah, Subhabrata (Subho) Mukherjee, Tomasz L. Religa, Caio C. T. Mendes, Gustavo H. de Rosa, Sébastien Bubeck, Farinaz Koushanfar, Debadeepta Dey
NeurIPS 2022 | December 2022
AutoDistil: Few-shot Task-agnostic Neural Architecture Search for Distilling Large Language Models
Dongkuan Xu, Subhabrata (Subho) Mukherjee, Xiaodong Liu, Debadeepta Dey, Wenhui Wang, Xiang Zhang, Ahmed Awadallah, Jianfeng Gao
NeurIPS 2022 | December 2022
SCAMPS: Synthetics for Camera Measurement of Physiological Signals
Daniel McDuff, Jeremiah (Miah) Wander, Xin Liu, Brian L. Hill, Javier Hernandez, Jonathan Lester, Tadas Baltrusaitis
Thirty-sixth Conference on Neural Information Processing Systems | November 2022
Near-Optimal Correlation Clustering with Privacy
Vincent Cohen-Addad, Chenglin Fan, Silvio Lattanzi, Slobodan Mitrović, Ashkan Norouzi-Fard, Nikos Parotsidis, Jakub Tarnawski
NeurIPS 2022 | November 2022
CASPR: Customer Activity Sequence based Prediction and Representation
Pin-Jung Chen, Sahil Bhatnagar, Damian Konrad Kowalczyk, Mayank Shrivastava
NeurIPS 2022 | November 2022
Symbolic Distillation for Learned TCP Congestion Control
S P Sharan, Wenqing Zheng, Kuo-Feng Hsu, Jiarong Xing, Ang Chen, Zhangyang Wang
NeurIPS 2022 | November 2022
Equivariant Networks for Zero-Shot Coordination
Darius Muglich, Christian Schroeder de Witt, Elise van der Pol, Shimon Whiteson, Jakob Nicolaus Foerster
NeurIPS 2022 | November 2022
On the Complexity of Adversarial Decision Making
Dylan J Foster, Alexander Rakhlin, Ayush Sekhari, Karthik Sridharan
NeurIPS 2022 | November 2022
Oral presentation
OmniVL: One Foundation Model for Image-Language and Video-Language Tasks
Junke Wang, Dongdong Chen, Zuxuan Wu, Chong Luo, Luowei Zhou, Yucheng Zhao, Yujia Xie, Ce Liu, Yu-Gang Jiang, Lu Yuan
NeurIPS 2022 | November 2022
Maximum Class Separation as Inductive Bias in One Matrix
Tejaswi Kasarla, Gertjan J. Burghouts, Max van Spengler, Elise van der Pol, Rita Cucchiara, Pascal Mettes
NeurIPS 2022 | November 2022
Oral presentation
Mask-based Latent Reconstruction for Reinforcement Learning
Tao Yu, Zhizheng Zhang, Cuiling Lan, Yan Lu, Zhibo Chen
NeurIPS 2022 | November 2022
Long-Form Video-Language Pre-Training with Multimodal Temporal Contrastive Learning
Yuchong Sun, Hongwei Xue, Ruihua Song, Bei Liu, Huan Yang, Jianlong Fu
NeurIPS 2022 | November 2022
LogiGAN: Learning Logical Reasoning via Adversarial Pre-training
Xinyu Pi, Wanjun Zhong, Yan Gao, Nan Duan, Jian-Guang Lou
NeurIPS 2022 | November 2022
Interaction-Grounded Learning with Action-Inclusive Feedback
Tengyang Xie, Akanksha Saran, Dylan J Foster, Lekan P Molu, Ida Momennejad, Nan Jiang, Paul Mineiro, John Langford
NeurIPS 2022 | November 2022
Incentivizing Combinatorial Bandit Exploration
Xinyan Hu, Dung Daniel Ngo, Aleksandrs Slivkins, Steven Wu
NeurIPS 2022 | November 2022
High-dimensional Asymptotics of Feature Learning: How One Gradient Step Improves the Representation
Jimmy Ba, Murat A Erdogdu, Taiji Suzuki, Zhichao Wang, Denny Wu, Greg Yang
NeurIPS 2022 | November 2022
Hidden Progress in Deep Learning: SGD Learns Parities Near the Computational Limit
Boaz Barak, Benjamin L. Edelman, Surbhi Goel, Sham M. Kakade, Eran Malach, Cyril Zhang
NeurIPS 2022 | November 2022
Gradient Estimation with Discrete Stein Operators
Jiaxin Shi, Yuhao Zhou, Jessica Hwang, Michalis Titsias, Lester Mackey
NeurIPS 2022 | November 2022
Outstanding Paper
Fault-Aware Neural Code Rankers
Jeevana Priya Inala, Chenglong Wang, Mei Yang, Andres Codas, Mark Encarnación, Shuvendu Lahiri, Madan Musuvathi, Jianfeng Gao
NeurIPS 2022 | November 2022
FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial Learning
Tao Qi, Fangzhao Wu, Chuhan Wu, Lingjuan Lyu, Tong Xu, Hao Liao, Zhongliang Yang, Yongfeng Huang, Xing Xie
NeurIPS 2022 | November 2022
Expediting Large-Scale Vision Transformer for Dense Prediction without Fine-tuning
Weicong Liang, Yuhui Yuan, Henghui Ding, Xiao Luo, Weihong Lin, Ding Jia, Zheng Zhang, Chao Zhang, Han Hu
NeurIPS 2022 | November 2022
Does Momentum Change the Implicit Regularization on Separable Data?
Bohan Wang, Qi Meng, Huishuai Zhang, Ruoyu Sun, Wei Chen, Zhi-Ming Ma, Tie-Yan Liu
NeurIPS 2022 | November 2022
Diffusion Models as Plug-and-Play Priors
Alexandros Graikos, Nikolay Malkin, Nebojsa Jojic, Dimitris Samaras
NeurIPS 2022 | November 2022
Fast and Scalable Homomorphically Encrypted Graph Convolutional Network Inference
Ran Ran, Wei Wang, Quan Gang, Jieming Yin, Nuo Xu, Wujie Wen
NeurIPS 2022 | November 2022
Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification
Massimiliano Patacchiola, John F Bronskill, Aliaksandra Shysheya, Katja Hofmann, Sebastian Nowozin, Richard E Turner
NeurIPS 2022 | November 2022
Censored Quantile Regression Neural Networks for Distribution-Free Survival Analysis
Tim Pearce, Jong-Hyeon Jeong, Yichen Jia, Jun Zhu
NeurIPS 2022 | November 2022
CATER: Intellectual Property Protection on Text Generation APIs via Conditional Watermarks
Xuanli He, Qiongkai Xu, Yi Zeng, Lingjuan Lyu, Fangzhao Wu, Jiwei Li, Ruoxi Jia
NeurIPS 2022 | November 2022
Bootstrapped Transformer for Offline Reinforcement Learning
Kerong Wang, Hanye Zhao, Xufang Luo, Kan Ren, Weinan Zhang, Dongsheng Li
NeurIPS 2022 | November 2022
BinauralGrad: A Two-Stage Conditional Diffusion Probabilistic Model for Binaural Audio Synthesis
Yichong Leng, Zehua Chen, Junliang Guo, Haohe Liu, Jiawei Chen, Xu Tan, Danilo Mandic, Lei He, Xiangyang Li,, Tao Qin, Sheng Zhao, Tie-Yan Liu
NeurIPS 2022 | November 2022
Best of Both Worlds Model Selection
Aldo Pacchiano, Christoph Dann, Claudio Gentile
NeurIPS 2022 | November 2022
AniFaceGAN: Animatable 3D-Aware Face Image Generation for Video Avatars
Yue Wu, Yu Deng, Jiaolong Yang, Fangyun Wei, Qifeng Chen, Xin Tong
NeurIPS 2022 | November 2022
Alignment-guided Temporal Attention for Video Action Recognition
Yizhou Zhao, Zhenyang Li, Xun Guo, Yan Lu
NeurIPS 2022 | November 2022
A Neural Corpus Indexer for Document Retrieval
Yujing Wang, Yingyan Hou, Haonan Wang, Ziming Miao, Shibin Wu, Hao Sun, Qi Chen, Yuqing Xia, Chengmin Chi, Guoshuai Zhao, Zheng Liu, Xing Xie, Hao Allen Sun, Weiwei Deng, Qi Zhang, Mao Yang
NeurIPS 2022 | November 2022
Outstanding Paper
Coarse-to-Fine Vision-Language Pre-training with Fusion in the Backbone
Zi-Yi Dou, Aishwarya Kamath, Zhe Gan, Pengchuan Zhang, Jianfeng Wang, Linjie Li, Zicheng Liu, Ce Liu, Yann LeCun, Nanyun Peng, Jianfeng Gao, Lijuan Wang
NeurIPS 2022 | November 2022
Extreme Compression for Pre-trained Transformers Made Simple and Efficient
Xiaoxia Wu, Zhewei Yao, Minjia Zhang, Conglong Li, Yuxiong He
NeurIPS 2022 | November 2022
REVIVE: Regional Visual Representation Matters in Knowledge-Based Visual Question Answering
Yuanze Lin, Yujia Xie, Dongdong Chen, Yichong Xu, Chenguang Zhu, Lu Yuan
Conference on Neural Information Processing Systems (NeurIPS) 2022 | November 2022
Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners
Zhenhailong Wang, Manling Li, Ruochen Xu, Luowei Zhou, Jie Lei, Xudong Lin, Shuohang Wang, Ziyi Yang, Chenguang Zhu, Derek Hoiem, Shih-Fu Chang, Mohit Bansal, Heng Ji
Conference on Neural Information Processing Systems (NeurIPS) 2022 | November 2022
Differentially Private Model Compression
Fatemehsadat Mireshghallah, Arturs Backurs, Huseyin Inan, Lukas Wutschitz, Janardhan (Jana) Kulkarni
NeurIPS 2022 | November 2022
Two-Stream Network for Sign Language Recognition and Translation
Yutong Chen, Ronglai Zuo, Fangyun Wei, Yu Wu, Shujie Liu, Brian Mak
2022 Neural Information Processing Systems | November 2022
Uni[MASK]: Unified Inference in Sequential Decision Problems
Micah Carroll, Orr Paradise, Jessy Lin, Raluca Georgescu, Mingfei Sun, Dave Bignell, Stephanie Milani, Katja Hofmann, Matthew Hausknecht, Anca Dragan, Sam Devlin
2022 Neural Information Processing Systems | November 2022
Learning Modular Simulations for Homogeneous Systems
Jayesh K. Gupta, Sai Vemprala, Ashish Kapoor
2022 Neural Information Processing Systems | November 2022
Efficient and Effective Multi-task Grouping via Meta Learning on Task Combinations
Xiaozhuang Song, Shun Zheng, Wei Cao, James Yu, Jiang Bian
2022 Neural Information Processing Systems | November 2022
Self-explaining deep models with logic rule reasoning
Seungeon Lee, Xiting Wang, Sungwon Han, Xiaoyuan Yi, Xing Xie, Meeyoung Cha
Neural Information Processing Systems (NeurIPS) | November 2022
Batch-Size Independent Regret Bounds for Combinatorial Semi-Bandits with Probabilistically Triggered Arms or Independent Arms
Xutong Liu, Jinhang Zuo, Siwei Wang, Carlee Joe-Wong, John C.S. Lui, Wei Chen
Proceedings of the 36th Conference on Neural Information Processing Systems (NeurIPS) | November 2022
Tiered Reinforcement Learning: Pessimism in the Face of Uncertainty and Constant Regret
Jiawei Huang, Li Zhao, Tao Qin, Wei Chen, Nan Jiang, Tie-Yan Liu
Proceedings of the 36th Conference on Neural Information Processing Systems (NeurIPS) | November 2022
Temporal Latent Bottleneck: Synthesis of Fast and Slow Processing Mechanisms in Sequence Learning
Aniket Didolkar, Kshitij Gupta, Anirudh Goyal, Nitesh B. Gundavarapu, Alex Lamb, Nan Rosemary Ke, Yoshua Bengio
2022 Neural Information Processing Systems | October 2022
Robustness Analysis of Video-Language Models Against Visual and Language Perturbations
Madeline C. Schiappa, Shruti Vyas, Hamid Palangi, Yogesh S. Rawat, Vibhav Vineet
2022 Neural Information Processing Systems | October 2022
Probing Classifiers are Unreliable for Concept Removal and Detection
Abhinav Kumar, Chenhao Tan, Amit Sharma
2022 Neural Information Processing Systems | October 2022
Exploring evolution-based & -free protein language models as protein function predictors
Mingyang Hu, Fajie Yuan, Kevin Yang, Fusong Ju, Jin Sun, Hui Wang, Fei Yang, Qiuyang Ding
2022 Neural Information Processing Systems | October 2022
The Stability-Efficiency Dilemma: Investigating Sequence Length Warmup for Training GPT Models
Conglong Li, Minjia Zhang, Yuxiong He
2022 Neural Information Processing Systems | October 2022
Sampling with Riemannian Hamiltonian Monte Carlo in a Constrained Space
Yunbum Kook, Yin Tat Lee, Ruoqi Shen, Santosh S. Vempala
2022 Neural Information Processing Systems | October 2022
Parameter-free Dynamic Graph Embedding for Link Prediction
Jiahao Liu, Dongsheng Li, Hansu Gu, Tun Lu, Peng Zhang, Ning Gu
2022 Neural Information Processing Systems | October 2022
USB: A Unified Semi-supervised Learning Benchmark for Classification
Yidong Wang, Hao Chen, Yue Fan, Wang Sun, Ran Tao, Wenxin Hou, Renjie Wang, Linyi Yang, Zhi Zhou, Lan-Zhe Guo, Heli Qi, Zhen Wu, Yu-Feng Li, Satoshi Nakamura, Wei Ye, Marios Savvides, Bhiksha Raj, Takahiro Shinozaki, Bernt Schiele, Jindong Wang, Xing Xie, Yue Zhang
2022 Neural Information Processing Systems | October 2022
Partial Identification of Treatment Effects with Implicit Generative Models
Vahid Balazadeh, Vasilis Syrgkanis, Rahul Gopal Krishnan
2022 Neural Information Processing Systems | October 2022
Online Algorithms for the Santa Claus Problem
MohammadTaghi Hajiaghayi, MohammadReza Khani, Debmalya Panigrahi, Max Springer
2022 Neural Information Processing Systems | October 2022
Visual Concepts Tokenization
Tao Yang, Yuwang Wang, Yan Lu, Nanning Zheng
2022 Neural Information Processing Systems | October 2022
Addressing Resource Scarcity across Sign Languages with Multilingual Pretraining and Unified-Vocabulary Datasets
Gokul NC, Manideep Ladi, Sumit Negi, Prem Selvaraj, Pratyush Kumar, Mitesh M Khapra
2022 Neural Information Processing Systems | October 2022
Reinforcement Learning with Automated Auxiliary Loss Search
Tairan He, Yuge Zhang, Kan Ren, Minghuan Liu, Che Wang, Weinan Zhang, Yuqing Yang, Dongsheng Li
2022 Neural Information Processing Systems | October 2022
PointNeXt: Revisiting PointNet++ with Improved Training and Scaling Strategies
Guocheng Qian, Yuchen Li, Houwen Peng, Jinjie Mai, Hasan Abed Al Kader Hammoud, Mohamed Elhoseiny, Bernard Ghanem
2022 Neural Information Processing Systems | October 2022
Understanding the Eluder Dimension
Gene Li, Pritish Kamath, Dylan Foster, Nathan Srebro
2022 Neural Information Processing Systems | October 2022
RTFormer: Efficient Design for Real-Time Semantic Segmentation with Transformer
Jian Wang, Chenhui Gou, Qiman Wu, Haocheng Feng, Junyu Han, Errui Ding, Jingdong Wang
2022 Neural Information Processing Systems | October 2022
MACE: Higher Order Equivariant Message Passing Neural Networks for Fast and Accurate Force Fields
Ilyes Batatia, Dávid Péter Kovács, Gregor Simm, Christoph Ortner, Gábor Csányi
2022 Neural Information Processing Systems | October 2022
Learning to Discover and Detect Objects
Vladimir Fomenko, Ismail Elezi, Deva Ramanan, Aljosa Osep, Laura Leal-Taixé
NeurIPS 2022 | October 2022
Peripheral Vision Transformer
Juhong Min, Yucheng Zhao, Chong Luo, Minsu Cho
2022 Neural Information Processing Systems | October 2022
On the Representation Collapse of Sparse Mixture of Experts
Zewen Chi, Li Dong, Shaohan Huang, Damai Dai, Shuming Ma, Barun Patra, Saksham Singhal, Payal Bajaj, Xia Song, Furu Wei
2022 Neural Information Processing Systems | October 2022
An Adaptive Deep RL Method for Non-Stationary Environments with Piecewise Stable Context
Xiaoyu Chen, Xiangming Zhu, Yufeng Zheng, Pushi Zhang, Li Zhao, Wenxue Cheng, Peng Cheng, Yongqiang Xiong, Tao Qin, Jianyu Chen, Tie-Yan Liu
Proceedings of the 36th Conference on Neural Information Processing Systems (NeurIPS) | October 2022
VRL3: A Data-Driven Framework for Visual Deep Reinforcement Learning
Che Wang, Xufang Luo, Keith Ross, Dongsheng Li
2022 Neural Information Processing Systems | September 2022
Task-Agnostic Graph Explanations
Yaochen Xie, Sumeet Katariya, Xianfeng Tang, Edward Huang, Nikhil Rao, Karthik Subbian, Shuiwang Ji
2022 Neural Information Processing Systems | September 2022
Missing Data Imputation and Acquisition with Deep Hierarchical Models and Hamiltonian Monte Carlo
Ignacio Peis, Chao Ma, Jose Miguel Hernandez Lobato
2022 Neural Information Processing Systems | September 2022
Unsupervised Learning of Group Invariant and Equivariant Representations
Robin Winter, Marco Bertolini, Tuan Le, Frank Noé, Djork-Arné Clevert
2022 Neural Information Processing Systems | September 2022
Visual Clues: Bridging Vision and Language Foundations for Image Paragraph Captioning
Yujia Xie, Luowei Zhou, Xiyang Dai, Lu Yuan, Nguyen Bach, Ce Liu, Michael Zeng
2022 Neural Information Processing Systems | September 2022
Recurrent Convolutional Neural Networks Learn Succinct Learning Algorithms
Surbhi Goel, Sham Kakade, Adam Tauman Kalai, Cyril Zhang
2022 Neural Information Processing Systems | September 2022
OpenFWI: Large-scale Multi-structural Benchmark Datasets for Full Waveform Inversion
Chengyuan Deng, Shihang Feng, Hanchen Wang, Xitong Zhang, Peng Jin, Yinan Feng, Qili Zeng, Yinpeng Chen, Youzuo Lin
2022 Neural Information Processing Systems | August 2022
Riemannian Diffusion Models
Chin-Wei Huang, Milad Aghajohari, Avishek Joey Bose, Prakash Panangaden, Aaron Courville
2022 Neural Information Processing Systems | August 2022
The Power and Limitation of Pretraining-Finetuning for Linear Regression under Covariate Shift
Jingfeng Wu, Difan Zou, Vladimir Braverman, Quanquan Gu, Sham Kakade
2022 Neural Information Processing Systems | August 2022
NUWA-Infinity: Autoregressive over Autoregressive Generation for Infinite Visual Synthesis
Chenfei Wu, Jian Liang, Xiaowei Hu, Zhe Gan, Jianfeng Wang, Lijuan Wang, Zicheng Liu, Yuejian Fang, Nan Duan
NeurIPS 2022 | July 2022
Repairing Neural Networks by Leaving the Right Past Behind
Ryutaro Tanno, Melanie Fernandez Pradier, Aditya Nori, Yingzhen Li
2022 Neural Information Processing Systems | July 2022
MoCapAct: A Multi-Task Dataset for Simulated Humanoid Control
Nolan Wagener, Andrey Kolobov, Felipe Vieira Frujeri, Ricky Loynd, Ching-An Cheng, Matthew Hausknecht
NeurIPS 2022 Datasets and Benchmarks Track | July 2022
BigBIO: A Framework for Data-Centric Biomedical Natural Language Processing
Sid Kiblawi
2022 Neural Information Processing Systems | June 2022
Quantized Training of Gradient Boosted Decision Trees
Yu Shi, Guolin Ke, Zhuoming Chen, Shuxin Zheng, Tie-Yan Liu
2022 Neural Information Processing Systems | June 2022
GLIPv2: Unifying Localization and Vision-Language Understanding
Haotian Zhang, Pengchuan Zhang, Xiaowei Hu, Yen-Chun Chen, Liunian Harold Li, Xiyang Dai, Lijuan Wang, Lu Yuan, Jenq-Neng Hwang, Jianfeng Gao
NeurIPS 2022 | June 2022
Preprint
On the Statistical Efficiency of Reward-Free Exploration in Non-Linear RL
Jinglin Chen, Aditya Modi, Akshay Krishnamurthy, Nan Jiang, Alekh Agarwal
2022 Neural Information Processing Systems | June 2022
Transcormer: Transformer for Sentence Scoring with Sliding Language Modeling
Kaitao Song, Yichong Leng, Xu Tan, Yicheng Zou, Tao Qin, Dongsheng Li
2022 Neural Information Processing Systems | June 2022
Debiased Machine Learning without Sample-Splitting for Stable Estimators
Qizhao Chen, Vasilis Syrgkanis, Morgane Austern
2022 Neural Information Processing Systems | June 2022
Learning (Very) Simple Generative Models Is Hard
Sitan Chen, Jerry Li, Yuanzhi Li
2022 Neural Information Processing Systems | May 2022
Provably sample-efficient RL with side information about latent dynamics
Yao Liu, Dipendra Misra, Miro Dudík, Robert E. Schapire
2022 Neural Information Processing Systems | May 2022
Your Transformer May Not be as Powerful as You Expect
Shengjie Luo, Shanda Li, Shuxin Zheng, Tie-Yan Liu, Liwei Wang, Di He
2022 Neural Information Processing Systems | May 2022
Why GANs are overkill for NLP
David Alvarez-Melis, Vikas Garg, Adam Tauman Kalai
2022 Neural Information Processing Systems | May 2022
K-LITE: Learning Transferable Visual Models with External Knowledge
Sheng Shen, Chunyuan Li, Xiaowei Hu, Yujia Xie, Jianwei Yang, Pengchuan Zhang, Zhe Gan, Lijuan Wang, Lu Yuan, Ce Liu, Kurt Keutzer, Trevor Darrell, Anna Rohrbach, Jianfeng Gao
NeurIPS 2022 | April 2022
Oral Presentation (1%)
ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual Models
Chunyuan Li, Haotian Liu, Liunian Harold Li, Pengchuan Zhang, Jyoti Aneja, Jianwei Yang, Ping Jin, Yong Jae Lee, Houdong Hu, Zicheng Liu, Jianfeng Gao
NeurIPS (Datasets and Benchmarks Track) | April 2022
Benchmark Page: https://computer-vision-in-the-wild.github.io/ELEVATER/
FocalNet: Focal Modulation Networks
Jianwei Yang, Chunyuan Li, Jianfeng Gao
2022 Neural Information Processing Systems | March 2022
Risk Bounds of Multi-Pass SGD for Least Squares in the Interpolation Regime
Difan Zou, Jingfeng Wu, Vladimir Braverman, Quanquan Gu, Sham Kakade
2022 Neural Information Processing Systems | March 2022
Simultaneous Missing Value Imputation and Structure Learning with Groups
Pablo Morales-Alvarez, Wenbo Gong, Angus Lamb, Simon Woodhead, Simon Peyton Jones, Nick Pawlowski, Miltos Allamanis, Cheng Zhang
2022 Neural Information Processing Systems | February 2022
Sample Optimality and All-for-all Strategies in Personalized Federated and Collaborative Learning
Mathieu Even, Laurent Massoulie, Kevin Scaman
2022 Neural Information Processing Systems | February 2022
VLMo: Unified Vision-Language Pre-Training with Mixture-of-Modality-Experts
Hangbo Bao, Wenhui Wang, Li Dong, Qiang Liu, Owais Khan Mohammed, Kriti Aggarwal, Subhojit Som, Furu Wei
2021 Neural Information Processing Systems | November 2021
RKHS-SHAP: Shapley Values for Kernel Methods
Siu Lun Chau, Javier González, Dino Sejdinovic
2021 Neural Information Processing Systems | October 2021
Robust Generalized Method of Moments: A Finite Sample Viewpoint
Dhruv Rohatgi, Vasilis Syrgkanis
2021 Neural Information Processing Systems | October 2021
Rapid Model Architecture Adaption for Meta-Learning
Yiren Zhao, Xitong Gao, Ilia Shumailov, Nicolo Fusi, Robert D. Mullins
2021 Neural Information Processing Systems | September 2021
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PRO: Patch-level Rendering and Optimization for Infinite Visual Synthesis
Chenfei Wu, Zhe Gan, Jianfeng Wang, Lijuan Wang, Zicheng Liu, Nan Duan
October 2022
Sparse Gaussian Process Hyperparameters: Optimize or Integrate?
October 2022
Maximizing and Satisficing in Multi-armed Bandits with Graph Information
October 2022
Robust Model Selection and Nearly-Proper Learning for GMMs
October 2022
You Never Stop Dancing: Non-freezing Dance Generation via Bank-constrained Manifold Projection
Jiangxin Sun, Chunyu Wang, Huang Hu, Hanjiang Lai, Zhi Jin, Jian-Fang Hu
October 2022
Unpacking Reward Shaping: Understanding the Benefits of Reward Engineering on Sample Complexity
Abhishek Gupta, Aldo Pacchiano, Yuexiang Zhai, Sham Kakade, Sergey Levine
October 2022
Refined Dimension-Dependent Analysis for Private Convex Learning and Implications for Fine-Tuning
Xuechen Li, Daogao Liu, Tatsunori Hashimoto, Huseyin Inan, Janardhan (Jana) Kulkarni, YinTat Lee, Abhradeep Guha Thakurta
October 2022
Nonlinear MCMC for Bayesian Machine Learning
James Vuckovic
October 2022
Non-Gaussian Tensor Programs
Eugene Golikov, Greg Yang
October 2022
Museformer: Transformer with Fine- and Coarse-Grained Attention for Music Generation
Botao Yu, Peiling Lu, Rui Wang, Wei Hu, Xu Tan, Wei Ye, Shikun Zhang, Tao Qin, Tie-Yan Liu
October 2022
Less-forgetting Multi-lingual Fine-tuning
Yuren Mao, Yaobo Liang, Nan Duan, Haobo Wang, Kai Wang, Lu Chen, Yunjun Gao
October 2022
Learning General World Models in a Handful of Reward-Free Deployments
Yingchen Xu, Jack Parker-Holder, Aldo Pacchiano, Philip J. Ball, Oleh Rybkin, Stephen J. Roberts, Tim Rocktäschel
October 2022
Exponentially Improving the Complexity of Simulating the Weisfeiler-Lehman Test with Graph Neural Networks
Anders Aamand, Justin Y Chen, Piotr Indyk, Shyam Narayanan, Ronitt Rubinfeld, Nicholas Schiefer, Sandeep Silwal, Tal Wagner
October 2022
Exploring evolution-aware & -free protein language models as protein function predictors
Mingyang Hu, Fajie Yuan, Kevin Yang, Fusong Ju, Jin Sun, Hui Wang, Fei Yang, Qiuyang Ding
October 2022
Discrete Compositional Representations as an Abstraction for Goal Conditioned Reinforcement Learning
Riashat Islam, Hongyu Zang, Anirudh Goyal, Alex Lamb, Kenji Kawaguchi, Xin Liu, Romain Laroche, Yoshua Bengio, Remi Tachet des Combes
October 2022
Discovering Design Concepts for CAD Sketches
Yuezhi Yang, Hao Pan
October 2022
Could Giant Pre-trained Image Models Extract Universal Representations?
Yutong Lin, Ze Liu, Zheng Zhang, Han Hu, Nanning Zheng, Stephen Lin, Yue Cao
October 2022
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ZeroQuant: Efficient and Affordable Post-Training Quantization for Large-Scale Transformers
Zhewei Yao, Reza Yazdani Aminabadi, Minjia Zhang, Xiaoxia Wu, Conglong Li, Yuxiong He (yuxhe)
MSR-TR-2022-9 | June 2022
Published by Microsoft