Yuqing Yang

Principal Research SDE Manager

出版物

表示方法:

- AVA: Towards Agentic Video Analytics with Vision Language Models
  
  Yuxuan Yan, Shiqi Jiang, Ting Cao, Yifan Yang, Qianqian Yang, Yuanchao Shu, Yuqing Yang, Lili Qiu
  
  23rd USENIX Symposium on Networked Systems Design and Implementation (NSDI'26)) | October 2025
  
  Publication
- $\Delta L$ Normalization: Rethink Loss Aggregation in RLVR
  
  Zhiyuan He, Xufang Luo, Yike Zhang, Yuqing Yang, Lili Qiu
  
  September 2025
  
  Publication
- MMInference: Accelerating Pre-filling for Long-Context VLMs via Modality-Aware Permutation Sparse Attention
  
  Yucheng Li, Huiqiang Jiang, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu
  
  ICML 2025 | July 2025
  
  Preprint Github プロジェクト
- SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression
  
  Yucheng Li, Surin Ahn, Huiqiang Jiang, Amir H. Abdi, Yuqing Yang, Lili Qiu
  
  COLM 2025 | July 2025
  
  Publication
- RetroInfer: A Vector-Storage Approach for Scalable Long-Context LLM Inference
  
  Yaoqi Chen, Jinkai Zhang, Baotong Lu, Qianxi Zhang, Chengruidong Zhang, Jingjia Luo, Di Liu, Huiqiang Jiang, Qi Chen, Jing Liu, Bailu Ding, Xiao Yan, Jiawei Jiang, Chen Chen, Mingxing Zhang, Yuqing Yang, Fan Yang, Mao Yang
  
  June 2025
  
  DOI Github
- Screen Reader Users in the Vibe Coding Era: Adaptation, Empowerment, and New Accessibility Landscape
  
  Nan Chen, Luna K. Qiu, Arran Zeyu Wang, Zilong Wang, Yuqing Yang
  
  ArXiv | June 2025, 巻abs/2506.13270
  
  DOI Publication Publication
- Chain-of-Model Learning for Language Model
  
  Kaitao Song, Xiaohua Wang, Xu Tan, Huiqiang Jiang, Chengruidong Zhang, Yongliang Shen, LU Cen, Li, Zifan Song, Caihua Shan, Yansen Wang, Kan Ren, Xiaoqing Zheng, Tao Qin, Yuqing Yang, Dongsheng Li, Lili Qiu
  
  NeurIPS 2025 | May 2025
  
  DOI
- VoLUT: Efficient Volumetric Streaming Enhanced By LUT-Based Super-Resolution
  
  Yifan Yang, Lili Qiu, Yuqing Yang, Xinyang Jiang
  
  The Eighth Annual Conference on Machine Learning and Systems | May 2025
  
  Publication
- SeCom: On Memory Construction and Retrieval for Personalized Conversational Agents
  
  Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Xufang Luo, Hao Cheng, Dongsheng Li, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Jianfeng Gao
  
  ICLR 2025 | April 2025
  
  Publication Github プロジェクト
- Advancing Mobile GUI Agents: A Verifier-Driven Approach to Practical Deployment
  
  Gaole Dai, Shiqi Jiang, Ting Cao, Yuanchun Li, Yuqing Yang, Rui Tan, Mo Li, Lili Qiu
  
  March 2025
  
  Preprint
- Region-Adaptive Sampling for Diffusion Transformers
  
  Ziming Liu, Yifan Yang, Chengruidong Zhang, Yiqi Zhang, Lili Qiu, Yang You, Yuqing Yang
  
  February 2025
  
  DOI Publication Publication Github
- SCBench: A KV Cache-Centric Analysis of Long-Context Methods
  
  Yucheng Li, Huiqiang Jiang, Qianhui Wu, Xufang Luo, Surin Ahn, Chengruidong Zhang, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu
  
  ICLR 2025 | December 2024
  
  Preprint Github プロジェクト
- MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention
  
  Huiqiang Jiang, Yucheng Li, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Zhenhua Han, Amir H. Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  NeurIPS 2024 | December 2024
  
  spotlight
  
  Preprint Github プロジェクト
- LORASC: Expressive and Generalizable Low-rank Adaptation for Large Models via Slow Cascaded Learning
  
  Yifan Yang, Yifei Shen, Yuqing Yang, Lili Qiu, Fangyun Wei
  
  2024 Empirical Methods in Natural Language Processing | November 2024
  
  Publication
- LLM2CLIP: Powerful Language Model Unlocks Richer Visual Representation
  
  Weiquan Huang, Aoqi Wu, Yifan Yang, Xufang Luo, Yuqing Yang, Liang Hu, Qi Dai, Xiyang Dai, Dongdong Chen, Chong Luo, Lili Qiu
  
  November 2024
  
  Publication Github プロジェクト
- Reviving Cloud Gaming Sessions
  
  Yifan Yang, Lili Qiu, Yuqing Yang
  
  CoNEXT 2024 - International Conference on emerging Networking EXperiments and Technologies | November 2024
  
  Preprint
- The Potential and Value of AI Chatbot in Personalized Cognitive Training
  
  Zilong Wang, Nan Chen, Luna K. Qiu, Ling Yue, Geli Guo, Yang Ou, Shiqi Jiang, Yuqing Yang, Lili Qiu
  
  October 2024
  
  Preprint アクセスプロジェクト
- RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval
  
  Di Liu, Meng Chen, Baotong Lu, Huiqiang Jiang, Qianxi Zhang, Qi Chen, Chengruidong Zhang, Bailu Ding, Kai Zhang, Chen Chen, Fan Yang, Yuqing Yang, Lili Qiu
  
  NeurIPS 2025 | September 2024
  
  Best Paper Award | ENLSP NeurIPS Workshop 2024
  
  Publication
- Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely
  
  Siyun Zhao, Yuqing Yang, Zilong Wang, Zhiyuan He, Luna K. Qiu, Lili Qiu
  
  September 2024
  
  Publication
- Benchmarking Data Science Agents
  
  Yuge Zhang, Qiyang Jiang, Xingyu Han, Nan Chen, Yuqing Yang, Kan Ren
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) | August 2024
  
  DOI Preprint Publication Publication
- Ladder: Enabling Efficient Low-Precision Deep Learning Computing through Hardware-aware Tensor Transformation
  
  Lei Wang, Lingxiao Ma, Shijie Cao, Quanlu Zhang, Jilong Xue, Yining Shi, Ningxin Zheng, Ziming Miao, Fan Yang, Ting Cao, Yuqing Yang, Mao Yang
  
  OSDI 2024 | July 2024
  
  Publication Github
- VisEval: A Benchmark for Data Visualization in the Era of Large Language Models
  
  Nan Chen, Yuge Zhang, Jiahang Xu, Kan Ren, Yuqing Yang
  
  IEEE Transactions on Visualization and Computer Graphics | July 2024, 巻PP
  
  Best paper
  
  VIS2024
  
  DOI Preprint Github
- Mitigate Position Bias in Large Language Models via Scaling a Single Dimension
  
  Yijiong Yu, Huiqiang Jiang, Xufang Luo, Qianhui Wu, Chin-Yew Lin, Dongsheng Li, Yuqing Yang, Yongfeng Huang, Lili Qiu
  
  June 2024
  
  Preprint
- Parrot: Efficient Serving of LLM-based Applications with Semantic Variable
  
  Chaofan Lin, Zhenhua Han, Chengruidong Zhang, Yuqing Yang, Fan Yang, Chen Chen, Lili Qiu
  
  OSDI 2024 | May 2024
  
  Publication Github
- Real-Time Neural Video Recovery and Enhancement on Mobile Devices
  
  Yifan Yang, Yuqing Yang, Lili Qiu
  
  CoNEXT 2024 - International Conference on emerging Networking EXperiments and Technologies | April 2024
  
  Preprint
- MLCopilot: Unleashing the Power of Large Language Models in Solving Machine Learning Tasks
  
  Lei Zhang, Yuge Zhang, Kan Ren, Dongsheng Li, Yuqing Yang
  
  The 18th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2024) | March 2024
  
  Outstanding Paper Award
  
  DOI Publication Publication Publication
- LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression
  
  Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Menglin Xia, Xufang Luo, Jue Zhang, Qingwei Lin 林庆维, Victor Ruehle, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Dongmei Zhang
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (Findings of ACL 2024) | March 2024
  
  Preprint プロジェクトプロジェクト
- LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models
  
  Huiqiang Jiang, Qianhui Wu, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023) | December 2023
  
  Publication プロジェクト
- PIT: Optimization of Dynamic Sparse Deep Learning Models via Permutation Invariant Transformation
  
  Ningxin Zheng, Huiqiang Jiang, Quanlu Zhang, Zhenhua Han, Lingxiao Ma, Yuqing Yang, Fan Yang, Chengruidong Zhang, Lili Qiu, Mao Yang, Lidong Zhou
  
  The 29th ACM Symposium on Operating Systems Principles | October 2023
  
  Publication
- SPFresh: Incremental In-Place Update for Billion-Scale Vector Search
  
  Yuming Xu, Hengyu Liang, Jin Li, Shuotao Xu, Qi Chen, Qianxi Zhang, Cheng Li , Ziyue Yang, Fan Yang, Yuqing Yang, Peng Cheng, Mao Yang
  
  SOSP'23 | October 2023
  
  Microsoft Research Blog
  
  https://www.microsoft.com/en-us/research/blog/unified-database-laying-the-foundation-for-large-language-model-vertical-applications/
  
  Publication
- LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression
  
  Huiqiang Jiang, Qianhui Wu, Xufang Luo, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) | October 2023
  
  Preprint プロジェクト
- ElasticViT: Conflict-aware Supernet Training for Deploying Fast Vision Transformer on Diverse Mobile Devices
  
  Chen Tang, Li Lyna Zhang, Huiqiang Jiang, Jiahang Xu, Ting Cao, Quanlu Zhang, Yuqing Yang, Zhi Wang, Mao Yang
  
  ICCV 2023 | October 2023
  
  Publication
- SpaceEvo: Hardware-Friendly Search Space Design for Efficient INT8 Inference
  
  Xudong Wang, Li Lyna Zhang, Jiahang Xu, Quanlu Zhang, Yujing Wang, Yuqing Yang, Ningxin Zheng, Ting Cao, Mao Yang
  
  ICCV 2023 | October 2023
  
  Publication
- Attentive Mask CLIP
  
  Yifan Yang, Houwen Peng, Xinyang Jiang, Huiqiang Jiang, Yuqing Yang, Lili Qiu
  
  2023 International Conference on Computer Vision | October 2023
  
  Publication
- ImageBrush: Learning Visual In-Context Instructions for Exemplar-Based Image Manipulation
  
  Yasheng Sun, Yifan Yang, Houwen Peng, Yifei Shen, Yuqing Yang, Han Hu, Lili Qiu, Hideki Koike, Yuqing Yang
  
  NeurIPS 2023 | October 2023
  
  Publication
- Connecting Large Language Models with Evolutionary Algorithms Yields Powerful Prompt Optimizers
  
  Qingyan Guo, Rui Wang, Junliang Guo, Bei Li, Kaitao Song, Xu Tan, Guoqing Liu, Jiang Bian, Yuqing Yang
  
  ICLR 2024 | September 2023
  
  Publication Publication
- Accurate and Structured Pruning for Efficient Automatic Speech Recognition
  
  Huiqiang Jiang, Li Lyna Zhang, Yuang Li, Yu Wu, Shijie Cao, Ting Cao, Yuqing Yang, Jinyu Li, Mao Yang, Lili Qiu
  
  INTERSPEECH 2023 | August 2023
  
  Publication
- End-to-End Word-Level Pronunciation Assessment with MASK Pre-training
  
  Yukang Liang, Kaitao Song, Shaoguang Mao, Huiqiang Jiang, Luna K. Qiu, Yuqing Yang, Dongsheng Li, Linli Xu, Lili Qiu
  
  INTERSPEECH 2023 | August 2023
  
  Publication
- Constraint-aware and Ranking-distilled Token Pruning for Efficient Transformer Inference
  
  Junyan Li, Li Lyna Zhang, Jiahang Xu, Yujing Wang, Shaoguang Yan, Yunqing Xia, Yuqing Yang, Ting Cao, Hao Sun, Weiwei Deng, Qi Zhang, Mao Yang
  
  KDD 2023 | August 2023
  
  Publication
- Optimizing Dynamic Neural Networks with Brainstorm
  
  Weihao Cui, Zhenhua Han, Lingji Ouyang, Yichuan Wang, Ningxin Zheng, Lingxiao Ma, Yuqing Yang, Fan Yang, Jilong Xue, Lili Qiu, Lidong Zhou, Quan Chen, Haisheng Tan, Minyi Guo
  
  OSDI'23 | July 2023
  
  Publication
- VBASE: Unifying Online Vector Similarity Search and Relational Queries via Relaxed Monotonicity
  
  Qianxi Zhang, Shuotao Xu, Qi Chen, Guoxin Sui, Jiadong Xie, Zhizhen Cai, Yaoqi Chen, Yinxuan He, Yuqing Yang, Fan Yang, Mao Yang, Lidong Zhou
  
  OSDI'23 | July 2023
  
  Publication
- Efficient GPU Kernels for N:M-SPARSE Weights in Deep Learning
  
  Bin Lin, Ningxin Zheng, Lei Wang, Shijie Cao, Lingxiao Ma, Quanlu Zhang, Yi Zhu, Ting Cao, Jilong Xue, Yuqing Yang, Fan Yang
  
  Sixth Conference on Machine Learning and Systems (MLSys'23) | June 2023
  
  Publication プロジェクト
- EfficientViT: Memory Efficient Vision Transformer with Cascaded Group Attention
  
  Xinyu Liu, Houwen Peng, Ningxin Zheng, Yuqing Yang, Han Hu, Yixuan Yuan
  
  June 2023
  
  Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
  
  Publication
- Unsupervised Video Anomaly Detection for Stereotypical Behaviours in Autism
  
  Jiaqi Gao, Xinyang Jiang, Yuqing Yang, Dongsheng Li, Lili Qiu
  
  ICASSP 23 | June 2023
  
  Author's Version
- SiloD: A Co-design of Caching and Scheduling for Deep Learning Clusters
  
  Hanyu Zhao, Zhenhua Han, Zhi Yang, Quanlu Zhang, Mingxia Li, Fan Yang, Qianxi Zhang, Binyang Li, Yuqing Yang, Lili Qiu, Lintao Zhang, Lidong Zhou
  
  EuroSys 2023 | May 2023
  
  Publication
- Online Video Super-Resolution with Convolutional Kernel Bypass Graft
  
  Jun Xiao, Xinyang Jiang, Ningxin Zheng, Huan Yang, Yifan Yang, Yuqing Yang, Dongsheng Li, Kin-Man Lam
  
  IEEE Transactions on Multimedia | February 2023
  
  Publication プロジェクト
- Towards Inference Efficient Deep Ensemble Learning
  
  Ziyue Li, Kan Ren, Yifan Yang, Xinyang Jiang, Yuqing Yang, Dongsheng Li
  
  AAAI 23 | February 2023
  
  Author's Version
- 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
  
  Publication
- PilotFish: Harvesting Free Cycles of Cloud Gaming with Deep Learning Training
  
  Wei Zhang , Binghao Chen, Zhenhua Han, Quan Chen, Peng Cheng, Fan Yang, Ran Shu, Yuqing Yang, Minyi Guo
  
  2022 USENIX Annual Technical Conference | July 2022
  
  PDF
- SparTA: Deep-Learning Model Sparsity via Tensor-with-Sparsity-Attribute
  
  Ningxin Zheng, Bin Lin, Quanlu Zhang, Lingxiao Ma, Yuqing Yang, Fan Yang, Yang Wang, Mao Yang, Lidong Zhou
  
  OSDI 2022 | July 2022
  
  Publication プロジェクトプロジェクト
- Improving Hypernasality Estimation with Automatic Speech Recognition in Cleft Palate Speech
  
  Kaitao Song, Teng Wan, Bixia Wang, Huiqiang Jiang, Luna K. Qiu, Jiahang Xu, Yuqing Yang, Liping Jiang, Qun Lou, Dongsheng Li, Xudong Wang, Lili Qiu
  
  INTERSPEECH 2022 | June 2022
  
  Publication
- Privacy-preserving Online AutoML for Domain-Specific Face Detection
  
  Chenqian Yan, Yuge Zhang, Quanlu Zhang, Yaming Yang, Xinyang Jiang, Yuqing Yang, Baoyuan Wang
  
  CVPR 2022 | May 2022
  
  Publication
- Variational oracle guiding for reinforcement learning
  
  Dongqi Han, Tadashi Kozuno, Xufang Luo, Zhao-Yun Chen, Kenji Doya, Yuqing Yang, Dongsheng Li
  
  ICLR 2022 | April 2022
  
  Publication
- Variational oracle guiding for reinforcement learning
  
  Dongqi Han, Tadashi Kozuno, Xufang Luo, Zhao-Yun Chen, Kenji Doya, Yuqing Yang, Dongsheng Li
  
  2022 International Conference on Learning Representations | March 2022
  
  Publication
- nn-METER: Towards Accurate Latency Prediction of DNN Inference on Diverse Edge Devices
  
  Li Lyna Zhang, Shihao Han, Jianyu Wei, Ningxin Zheng, Ting Cao, Yuqing Yang, Yunxin Liu
  
  GetMobile: Mobile Computing and Communications | December 2021, 巻25(4): pp. 19-23
  
  SigMobile Research Highlight
  
  Publication
- Towards Generating Real-World Time Series Data
  
  Hengzhi Pei, Kan Ren, Yuqing Yang, Chang Liu, Tao Qin, Dongsheng Li
  
  ICDM 21 | November 2021
  
  Publication Publication Publication
- AceNAS: Learning to Rank Ace Neural Architectures with Weak Supervision of Weight Sharing
  
  Yuge Zhang, Chenqian Yan, Quanlu Zhang, Li Lyna Zhang, Yaming Yang, Xiaotian Gao, Yuqing Yang
  
  August 2021
  
  発行:arXiv | August 2021
  
  Publication
- nn-Meter: Towards Accurate Latency Prediction of Deep-Learning Model Inference on Diverse Edge Devices
  
  Li Lyna Zhang, Shihao Han, Jianyu Wei, Ningxin Zheng, Ting Cao, Yuqing Yang, Yunxin Liu
  
  The 19th ACM International Conference on Mobile Systems, Applications, and Services (MobiSys'21) | June 2021
  
  Best Paper Award
  
  Publication
- Fast Hardware-Aware Neural Architecture Search
  
  Li Lyna Zhang, Yuqing Yang, Yuhang Jiang, Wenwu Zhu, Yunxin Liu
  
  CVPRW (Joint Workshop on Efficient Deep Learning in Computer Vision) | June 2020
  
  DOI PDF Publication

- AVA: Towards Agentic Video Analytics with Vision Language Models
  
  Yuxuan Yan, Shiqi Jiang, Ting Cao, Yifan Yang, Qianqian Yang, Yuanchao Shu, Yuqing Yang, Lili Qiu
  
  23rd USENIX Symposium on Networked Systems Design and Implementation (NSDI'26)) | October 2025
  
  Publication
- $\Delta L$ Normalization: Rethink Loss Aggregation in RLVR
  
  Zhiyuan He, Xufang Luo, Yike Zhang, Yuqing Yang, Lili Qiu
  
  September 2025
  
  Publication
- MMInference: Accelerating Pre-filling for Long-Context VLMs via Modality-Aware Permutation Sparse Attention
  
  Yucheng Li, Huiqiang Jiang, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu
  
  ICML 2025 | July 2025
  
  Preprint Github プロジェクト
- SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression
  
  Yucheng Li, Surin Ahn, Huiqiang Jiang, Amir H. Abdi, Yuqing Yang, Lili Qiu
  
  COLM 2025 | July 2025
  
  Publication
- RetroInfer: A Vector-Storage Approach for Scalable Long-Context LLM Inference
  
  Yaoqi Chen, Jinkai Zhang, Baotong Lu, Qianxi Zhang, Chengruidong Zhang, Jingjia Luo, Di Liu, Huiqiang Jiang, Qi Chen, Jing Liu, Bailu Ding, Xiao Yan, Jiawei Jiang, Chen Chen, Mingxing Zhang, Yuqing Yang, Fan Yang, Mao Yang
  
  June 2025
  
  DOI Github
- Screen Reader Users in the Vibe Coding Era: Adaptation, Empowerment, and New Accessibility Landscape
  
  Nan Chen, Luna K. Qiu, Arran Zeyu Wang, Zilong Wang, Yuqing Yang
  
  ArXiv | June 2025, 巻abs/2506.13270
  
  DOI Publication Publication
- Chain-of-Model Learning for Language Model
  
  Kaitao Song, Xiaohua Wang, Xu Tan, Huiqiang Jiang, Chengruidong Zhang, Yongliang Shen, LU Cen, Li, Zifan Song, Caihua Shan, Yansen Wang, Kan Ren, Xiaoqing Zheng, Tao Qin, Yuqing Yang, Dongsheng Li, Lili Qiu
  
  NeurIPS 2025 | May 2025
  
  DOI
- SeCom: On Memory Construction and Retrieval for Personalized Conversational Agents
  
  Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Xufang Luo, Hao Cheng, Dongsheng Li, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Jianfeng Gao
  
  ICLR 2025 | April 2025
  
  Publication Github プロジェクト
- Advancing Mobile GUI Agents: A Verifier-Driven Approach to Practical Deployment
  
  Gaole Dai, Shiqi Jiang, Ting Cao, Yuanchun Li, Yuqing Yang, Rui Tan, Mo Li, Lili Qiu
  
  March 2025
  
  Preprint
- SCBench: A KV Cache-Centric Analysis of Long-Context Methods
  
  Yucheng Li, Huiqiang Jiang, Qianhui Wu, Xufang Luo, Surin Ahn, Chengruidong Zhang, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu
  
  ICLR 2025 | December 2024
  
  Preprint Github プロジェクト
- MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention
  
  Huiqiang Jiang, Yucheng Li, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Zhenhua Han, Amir H. Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  NeurIPS 2024 | December 2024
  
  spotlight
  
  Preprint Github プロジェクト
- LORASC: Expressive and Generalizable Low-rank Adaptation for Large Models via Slow Cascaded Learning
  
  Yifan Yang, Yifei Shen, Yuqing Yang, Lili Qiu, Fangyun Wei
  
  2024 Empirical Methods in Natural Language Processing | November 2024
  
  Publication
- The Potential and Value of AI Chatbot in Personalized Cognitive Training
  
  Zilong Wang, Nan Chen, Luna K. Qiu, Ling Yue, Geli Guo, Yang Ou, Shiqi Jiang, Yuqing Yang, Lili Qiu
  
  October 2024
  
  Preprint アクセスプロジェクト
- RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval
  
  Di Liu, Meng Chen, Baotong Lu, Huiqiang Jiang, Qianxi Zhang, Qi Chen, Chengruidong Zhang, Bailu Ding, Kai Zhang, Chen Chen, Fan Yang, Yuqing Yang, Lili Qiu
  
  NeurIPS 2025 | September 2024
  
  Best Paper Award | ENLSP NeurIPS Workshop 2024
  
  Publication
- Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely
  
  Siyun Zhao, Yuqing Yang, Zilong Wang, Zhiyuan He, Luna K. Qiu, Lili Qiu
  
  September 2024
  
  Publication
- Benchmarking Data Science Agents
  
  Yuge Zhang, Qiyang Jiang, Xingyu Han, Nan Chen, Yuqing Yang, Kan Ren
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) | August 2024
  
  DOI Preprint Publication Publication
- Mitigate Position Bias in Large Language Models via Scaling a Single Dimension
  
  Yijiong Yu, Huiqiang Jiang, Xufang Luo, Qianhui Wu, Chin-Yew Lin, Dongsheng Li, Yuqing Yang, Yongfeng Huang, Lili Qiu
  
  June 2024
  
  Preprint
- Parrot: Efficient Serving of LLM-based Applications with Semantic Variable
  
  Chaofan Lin, Zhenhua Han, Chengruidong Zhang, Yuqing Yang, Fan Yang, Chen Chen, Lili Qiu
  
  OSDI 2024 | May 2024
  
  Publication Github
- MLCopilot: Unleashing the Power of Large Language Models in Solving Machine Learning Tasks
  
  Lei Zhang, Yuge Zhang, Kan Ren, Dongsheng Li, Yuqing Yang
  
  The 18th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2024) | March 2024
  
  Outstanding Paper Award
  
  DOI Publication Publication Publication
- LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression
  
  Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Menglin Xia, Xufang Luo, Jue Zhang, Qingwei Lin 林庆维, Victor Ruehle, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Dongmei Zhang
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (Findings of ACL 2024) | March 2024
  
  Preprint プロジェクトプロジェクト
- LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models
  
  Huiqiang Jiang, Qianhui Wu, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023) | December 2023
  
  Publication プロジェクト
- PIT: Optimization of Dynamic Sparse Deep Learning Models via Permutation Invariant Transformation
  
  Ningxin Zheng, Huiqiang Jiang, Quanlu Zhang, Zhenhua Han, Lingxiao Ma, Yuqing Yang, Fan Yang, Chengruidong Zhang, Lili Qiu, Mao Yang, Lidong Zhou
  
  The 29th ACM Symposium on Operating Systems Principles | October 2023
  
  Publication
- LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression
  
  Huiqiang Jiang, Qianhui Wu, Xufang Luo, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) | October 2023
  
  Preprint プロジェクト
- ElasticViT: Conflict-aware Supernet Training for Deploying Fast Vision Transformer on Diverse Mobile Devices
  
  Chen Tang, Li Lyna Zhang, Huiqiang Jiang, Jiahang Xu, Ting Cao, Quanlu Zhang, Yuqing Yang, Zhi Wang, Mao Yang
  
  ICCV 2023 | October 2023
  
  Publication
- SpaceEvo: Hardware-Friendly Search Space Design for Efficient INT8 Inference
  
  Xudong Wang, Li Lyna Zhang, Jiahang Xu, Quanlu Zhang, Yujing Wang, Yuqing Yang, Ningxin Zheng, Ting Cao, Mao Yang
  
  ICCV 2023 | October 2023
  
  Publication
- Attentive Mask CLIP
  
  Yifan Yang, Houwen Peng, Xinyang Jiang, Huiqiang Jiang, Yuqing Yang, Lili Qiu
  
  2023 International Conference on Computer Vision | October 2023
  
  Publication
- ImageBrush: Learning Visual In-Context Instructions for Exemplar-Based Image Manipulation
  
  Yasheng Sun, Yifan Yang, Houwen Peng, Yifei Shen, Yuqing Yang, Han Hu, Lili Qiu, Hideki Koike, Yuqing Yang
  
  NeurIPS 2023 | October 2023
  
  Publication
- Connecting Large Language Models with Evolutionary Algorithms Yields Powerful Prompt Optimizers
  
  Qingyan Guo, Rui Wang, Junliang Guo, Bei Li, Kaitao Song, Xu Tan, Guoqing Liu, Jiang Bian, Yuqing Yang
  
  ICLR 2024 | September 2023
  
  Publication Publication
- End-to-End Word-Level Pronunciation Assessment with MASK Pre-training
  
  Yukang Liang, Kaitao Song, Shaoguang Mao, Huiqiang Jiang, Luna K. Qiu, Yuqing Yang, Dongsheng Li, Linli Xu, Lili Qiu
  
  INTERSPEECH 2023 | August 2023
  
  Publication
- Accurate and Structured Pruning for Efficient Automatic Speech Recognition
  
  Huiqiang Jiang, Li Lyna Zhang, Yuang Li, Yu Wu, Shijie Cao, Ting Cao, Yuqing Yang, Jinyu Li, Mao Yang, Lili Qiu
  
  INTERSPEECH 2023 | August 2023
  
  Publication
- Constraint-aware and Ranking-distilled Token Pruning for Efficient Transformer Inference
  
  Junyan Li, Li Lyna Zhang, Jiahang Xu, Yujing Wang, Shaoguang Yan, Yunqing Xia, Yuqing Yang, Ting Cao, Hao Sun, Weiwei Deng, Qi Zhang, Mao Yang
  
  KDD 2023 | August 2023
  
  Publication
- Unsupervised Video Anomaly Detection for Stereotypical Behaviours in Autism
  
  Jiaqi Gao, Xinyang Jiang, Yuqing Yang, Dongsheng Li, Lili Qiu
  
  ICASSP 23 | June 2023
  
  Author's Version
- Towards Inference Efficient Deep Ensemble Learning
  
  Ziyue Li, Kan Ren, Yifan Yang, Xinyang Jiang, Yuqing Yang, Dongsheng Li
  
  AAAI 23 | February 2023
  
  Author's Version
- 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
  
  Publication
- Variational oracle guiding for reinforcement learning
  
  Dongqi Han, Tadashi Kozuno, Xufang Luo, Zhao-Yun Chen, Kenji Doya, Yuqing Yang, Dongsheng Li
  
  ICLR 2022 | April 2022
  
  Publication
- Variational oracle guiding for reinforcement learning
  
  Dongqi Han, Tadashi Kozuno, Xufang Luo, Zhao-Yun Chen, Kenji Doya, Yuqing Yang, Dongsheng Li
  
  2022 International Conference on Learning Representations | March 2022
  
  Publication
- AceNAS: Learning to Rank Ace Neural Architectures with Weak Supervision of Weight Sharing
  
  Yuge Zhang, Chenqian Yan, Quanlu Zhang, Li Lyna Zhang, Yaming Yang, Xiaotian Gao, Yuqing Yang
  
  August 2021
  
  発行:arXiv | August 2021
  
  Publication
- nn-Meter: Towards Accurate Latency Prediction of Deep-Learning Model Inference on Diverse Edge Devices
  
  Li Lyna Zhang, Shihao Han, Jianyu Wei, Ningxin Zheng, Ting Cao, Yuqing Yang, Yunxin Liu
  
  The 19th ACM International Conference on Mobile Systems, Applications, and Services (MobiSys'21) | June 2021
  
  Best Paper Award
  
  Publication
- SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression
  
  Yucheng Li, Surin Ahn, Huiqiang Jiang, Amir H. Abdi, Yuqing Yang, Lili Qiu
  
  COLM 2025 | July 2025
  
  Publication
- Towards Generating Real-World Time Series Data
  
  Hengzhi Pei, Kan Ren, Yuqing Yang, Chang Liu, Tao Qin, Dongsheng Li
  
  ICDM 21 | November 2021
  
  Publication Publication Publication
- AVA: Towards Agentic Video Analytics with Vision Language Models
  
  Yuxuan Yan, Shiqi Jiang, Ting Cao, Yifan Yang, Qianqian Yang, Yuanchao Shu, Yuqing Yang, Lili Qiu
  
  23rd USENIX Symposium on Networked Systems Design and Implementation (NSDI'26)) | October 2025
  
  Publication
- VoLUT: Efficient Volumetric Streaming Enhanced By LUT-Based Super-Resolution
  
  Yifan Yang, Lili Qiu, Yuqing Yang, Xinyang Jiang
  
  The Eighth Annual Conference on Machine Learning and Systems | May 2025
  
  Publication
- Advancing Mobile GUI Agents: A Verifier-Driven Approach to Practical Deployment
  
  Gaole Dai, Shiqi Jiang, Ting Cao, Yuanchun Li, Yuqing Yang, Rui Tan, Mo Li, Lili Qiu
  
  March 2025
  
  Preprint
- MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention
  
  Huiqiang Jiang, Yucheng Li, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Zhenhua Han, Amir H. Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  NeurIPS 2024 | December 2024
  
  spotlight
  
  Preprint Github プロジェクト
- Reviving Cloud Gaming Sessions
  
  Yifan Yang, Lili Qiu, Yuqing Yang
  
  CoNEXT 2024 - International Conference on emerging Networking EXperiments and Technologies | November 2024
  
  Preprint
- RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval
  
  Di Liu, Meng Chen, Baotong Lu, Huiqiang Jiang, Qianxi Zhang, Qi Chen, Chengruidong Zhang, Bailu Ding, Kai Zhang, Chen Chen, Fan Yang, Yuqing Yang, Lili Qiu
  
  NeurIPS 2025 | September 2024
  
  Best Paper Award | ENLSP NeurIPS Workshop 2024
  
  Publication
- Ladder: Enabling Efficient Low-Precision Deep Learning Computing through Hardware-aware Tensor Transformation
  
  Lei Wang, Lingxiao Ma, Shijie Cao, Quanlu Zhang, Jilong Xue, Yining Shi, Ningxin Zheng, Ziming Miao, Fan Yang, Ting Cao, Yuqing Yang, Mao Yang
  
  OSDI 2024 | July 2024
  
  Publication Github
- Real-Time Neural Video Recovery and Enhancement on Mobile Devices
  
  Yifan Yang, Yuqing Yang, Lili Qiu
  
  CoNEXT 2024 - International Conference on emerging Networking EXperiments and Technologies | April 2024
  
  Preprint
- SPFresh: Incremental In-Place Update for Billion-Scale Vector Search
  
  Yuming Xu, Hengyu Liang, Jin Li, Shuotao Xu, Qi Chen, Qianxi Zhang, Cheng Li , Ziyue Yang, Fan Yang, Yuqing Yang, Peng Cheng, Mao Yang
  
  SOSP'23 | October 2023
  
  Microsoft Research Blog
  
  https://www.microsoft.com/en-us/research/blog/unified-database-laying-the-foundation-for-large-language-model-vertical-applications/
  
  Publication
- PIT: Optimization of Dynamic Sparse Deep Learning Models via Permutation Invariant Transformation
  
  Ningxin Zheng, Huiqiang Jiang, Quanlu Zhang, Zhenhua Han, Lingxiao Ma, Yuqing Yang, Fan Yang, Chengruidong Zhang, Lili Qiu, Mao Yang, Lidong Zhou
  
  The 29th ACM Symposium on Operating Systems Principles | October 2023
  
  Publication
- ElasticViT: Conflict-aware Supernet Training for Deploying Fast Vision Transformer on Diverse Mobile Devices
  
  Chen Tang, Li Lyna Zhang, Huiqiang Jiang, Jiahang Xu, Ting Cao, Quanlu Zhang, Yuqing Yang, Zhi Wang, Mao Yang
  
  ICCV 2023 | October 2023
  
  Publication
- SpaceEvo: Hardware-Friendly Search Space Design for Efficient INT8 Inference
  
  Xudong Wang, Li Lyna Zhang, Jiahang Xu, Quanlu Zhang, Yujing Wang, Yuqing Yang, Ningxin Zheng, Ting Cao, Mao Yang
  
  ICCV 2023 | October 2023
  
  Publication
- Constraint-aware and Ranking-distilled Token Pruning for Efficient Transformer Inference
  
  Junyan Li, Li Lyna Zhang, Jiahang Xu, Yujing Wang, Shaoguang Yan, Yunqing Xia, Yuqing Yang, Ting Cao, Hao Sun, Weiwei Deng, Qi Zhang, Mao Yang
  
  KDD 2023 | August 2023
  
  Publication
- Optimizing Dynamic Neural Networks with Brainstorm
  
  Weihao Cui, Zhenhua Han, Lingji Ouyang, Yichuan Wang, Ningxin Zheng, Lingxiao Ma, Yuqing Yang, Fan Yang, Jilong Xue, Lili Qiu, Lidong Zhou, Quan Chen, Haisheng Tan, Minyi Guo
  
  OSDI'23 | July 2023
  
  Publication
- VBASE: Unifying Online Vector Similarity Search and Relational Queries via Relaxed Monotonicity
  
  Qianxi Zhang, Shuotao Xu, Qi Chen, Guoxin Sui, Jiadong Xie, Zhizhen Cai, Yaoqi Chen, Yinxuan He, Yuqing Yang, Fan Yang, Mao Yang, Lidong Zhou
  
  OSDI'23 | July 2023
  
  Publication
- Efficient GPU Kernels for N:M-SPARSE Weights in Deep Learning
  
  Bin Lin, Ningxin Zheng, Lei Wang, Shijie Cao, Lingxiao Ma, Quanlu Zhang, Yi Zhu, Ting Cao, Jilong Xue, Yuqing Yang, Fan Yang
  
  Sixth Conference on Machine Learning and Systems (MLSys'23) | June 2023
  
  Publication プロジェクト
- SiloD: A Co-design of Caching and Scheduling for Deep Learning Clusters
  
  Hanyu Zhao, Zhenhua Han, Zhi Yang, Quanlu Zhang, Mingxia Li, Fan Yang, Qianxi Zhang, Binyang Li, Yuqing Yang, Lili Qiu, Lintao Zhang, Lidong Zhou
  
  EuroSys 2023 | May 2023
  
  Publication
- PilotFish: Harvesting Free Cycles of Cloud Gaming with Deep Learning Training
  
  Wei Zhang , Binghao Chen, Zhenhua Han, Quan Chen, Peng Cheng, Fan Yang, Ran Shu, Yuqing Yang, Minyi Guo
  
  2022 USENIX Annual Technical Conference | July 2022
  
  PDF
- SparTA: Deep-Learning Model Sparsity via Tensor-with-Sparsity-Attribute
  
  Ningxin Zheng, Bin Lin, Quanlu Zhang, Lingxiao Ma, Yuqing Yang, Fan Yang, Yang Wang, Mao Yang, Lidong Zhou
  
  OSDI 2022 | July 2022
  
  Publication プロジェクトプロジェクト
- nn-METER: Towards Accurate Latency Prediction of DNN Inference on Diverse Edge Devices
  
  Li Lyna Zhang, Shihao Han, Jianyu Wei, Ningxin Zheng, Ting Cao, Yuqing Yang, Yunxin Liu
  
  GetMobile: Mobile Computing and Communications | December 2021, 巻25(4): pp. 19-23
  
  SigMobile Research Highlight
  
  Publication
- nn-Meter: Towards Accurate Latency Prediction of Deep-Learning Model Inference on Diverse Edge Devices
  
  Li Lyna Zhang, Shihao Han, Jianyu Wei, Ningxin Zheng, Ting Cao, Yuqing Yang, Yunxin Liu
  
  The 19th ACM International Conference on Mobile Systems, Applications, and Services (MobiSys'21) | June 2021
  
  Best Paper Award
  
  Publication
- Fast Hardware-Aware Neural Architecture Search
  
  Li Lyna Zhang, Yuqing Yang, Yuhang Jiang, Wenwu Zhu, Yunxin Liu
  
  CVPRW (Joint Workshop on Efficient Deep Learning in Computer Vision) | June 2020
  
  DOI PDF Publication
- VoLUT: Efficient Volumetric Streaming Enhanced By LUT-Based Super-Resolution
  
  Yifan Yang, Lili Qiu, Yuqing Yang, Xinyang Jiang
  
  The Eighth Annual Conference on Machine Learning and Systems | May 2025
  
  Publication
- Region-Adaptive Sampling for Diffusion Transformers
  
  Ziming Liu, Yifan Yang, Chengruidong Zhang, Yiqi Zhang, Lili Qiu, Yang You, Yuqing Yang
  
  February 2025
  
  DOI Publication Publication Github
- LLM2CLIP: Powerful Language Model Unlocks Richer Visual Representation
  
  Weiquan Huang, Aoqi Wu, Yifan Yang, Xufang Luo, Yuqing Yang, Liang Hu, Qi Dai, Xiyang Dai, Dongdong Chen, Chong Luo, Lili Qiu
  
  November 2024
  
  Publication Github プロジェクト
- EfficientViT: Memory Efficient Vision Transformer with Cascaded Group Attention
  
  Xinyu Liu, Houwen Peng, Ningxin Zheng, Yuqing Yang, Han Hu, Yixuan Yuan
  
  June 2023
  
  Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
  
  Publication
- Online Video Super-Resolution with Convolutional Kernel Bypass Graft
  
  Jun Xiao, Xinyang Jiang, Ningxin Zheng, Huan Yang, Yifan Yang, Yuqing Yang, Dongsheng Li, Kin-Man Lam
  
  IEEE Transactions on Multimedia | February 2023
  
  Publication プロジェクト
- Privacy-preserving Online AutoML for Domain-Specific Face Detection
  
  Chenqian Yan, Yuge Zhang, Quanlu Zhang, Yaming Yang, Xinyang Jiang, Yuqing Yang, Baoyuan Wang
  
  CVPR 2022 | May 2022
  
  Publication
- MMInference: Accelerating Pre-filling for Long-Context VLMs via Modality-Aware Permutation Sparse Attention
  
  Yucheng Li, Huiqiang Jiang, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu
  
  ICML 2025 | July 2025
  
  Preprint Github プロジェクト
- SCBench: A KV Cache-Centric Analysis of Long-Context Methods
  
  Yucheng Li, Huiqiang Jiang, Qianhui Wu, Xufang Luo, Surin Ahn, Chengruidong Zhang, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu
  
  ICLR 2025 | December 2024
  
  Preprint Github プロジェクト
- MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention
  
  Huiqiang Jiang, Yucheng Li, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Zhenhua Han, Amir H. Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  NeurIPS 2024 | December 2024
  
  spotlight
  
  Preprint Github プロジェクト
- RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval
  
  Di Liu, Meng Chen, Baotong Lu, Huiqiang Jiang, Qianxi Zhang, Qi Chen, Chengruidong Zhang, Bailu Ding, Kai Zhang, Chen Chen, Fan Yang, Yuqing Yang, Lili Qiu
  
  NeurIPS 2025 | September 2024
  
  Best Paper Award | ENLSP NeurIPS Workshop 2024
  
  Publication
- VisEval: A Benchmark for Data Visualization in the Era of Large Language Models
  
  Nan Chen, Yuge Zhang, Jiahang Xu, Kan Ren, Yuqing Yang
  
  IEEE Transactions on Visualization and Computer Graphics | July 2024, 巻PP
  
  Best paper
  
  VIS2024
  
  DOI Preprint Github
- Mitigate Position Bias in Large Language Models via Scaling a Single Dimension
  
  Yijiong Yu, Huiqiang Jiang, Xufang Luo, Qianhui Wu, Chin-Yew Lin, Dongsheng Li, Yuqing Yang, Yongfeng Huang, Lili Qiu
  
  June 2024
  
  Preprint
- LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression
  
  Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Menglin Xia, Xufang Luo, Jue Zhang, Qingwei Lin 林庆维, Victor Ruehle, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Dongmei Zhang
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (Findings of ACL 2024) | March 2024
  
  Preprint プロジェクトプロジェクト
- LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models
  
  Huiqiang Jiang, Qianhui Wu, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023) | December 2023
  
  Publication プロジェクト
- LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression
  
  Huiqiang Jiang, Qianhui Wu, Xufang Luo, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) | October 2023
  
  Preprint プロジェクト
- Accurate and Structured Pruning for Efficient Automatic Speech Recognition
  
  Huiqiang Jiang, Li Lyna Zhang, Yuang Li, Yu Wu, Shijie Cao, Ting Cao, Yuqing Yang, Jinyu Li, Mao Yang, Lili Qiu
  
  INTERSPEECH 2023 | August 2023
  
  Publication
- SeCom: On Memory Construction and Retrieval for Personalized Conversational Agents
  
  Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Xufang Luo, Hao Cheng, Dongsheng Li, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Jianfeng Gao
  
  ICLR 2025 | April 2025
  
  Publication Github プロジェクト
- Advancing Mobile GUI Agents: A Verifier-Driven Approach to Practical Deployment
  
  Gaole Dai, Shiqi Jiang, Ting Cao, Yuanchun Li, Yuqing Yang, Rui Tan, Mo Li, Lili Qiu
  
  March 2025
  
  Preprint
- VisEval: A Benchmark for Data Visualization in the Era of Large Language Models
  
  Nan Chen, Yuge Zhang, Jiahang Xu, Kan Ren, Yuqing Yang
  
  IEEE Transactions on Visualization and Computer Graphics | July 2024, 巻PP
  
  Best paper
  
  VIS2024
  
  DOI Preprint Github
- Unsupervised Video Anomaly Detection for Stereotypical Behaviours in Autism
  
  Jiaqi Gao, Xinyang Jiang, Yuqing Yang, Dongsheng Li, Lili Qiu
  
  ICASSP 23 | June 2023
  
  Author's Version
- Improving Hypernasality Estimation with Automatic Speech Recognition in Cleft Palate Speech
  
  Kaitao Song, Teng Wan, Bixia Wang, Huiqiang Jiang, Luna K. Qiu, Jiahang Xu, Yuqing Yang, Liping Jiang, Qun Lou, Dongsheng Li, Xudong Wang, Lili Qiu
  
  INTERSPEECH 2022 | June 2022
  
  Publication
- Towards Inference Efficient Deep Ensemble Learning
  
  Ziyue Li, Kan Ren, Yifan Yang, Xinyang Jiang, Yuqing Yang, Dongsheng Li
  
  AAAI 23 | February 2023
  
  Author's Version
- Towards Generating Real-World Time Series Data
  
  Hengzhi Pei, Kan Ren, Yuqing Yang, Chang Liu, Tao Qin, Dongsheng Li
  
  ICDM 21 | November 2021
  
  Publication Publication Publication
- End-to-End Word-Level Pronunciation Assessment with MASK Pre-training
  
  Yukang Liang, Kaitao Song, Shaoguang Mao, Huiqiang Jiang, Luna K. Qiu, Yuqing Yang, Dongsheng Li, Linli Xu, Lili Qiu
  
  INTERSPEECH 2023 | August 2023
  
  Publication
- Improving Hypernasality Estimation with Automatic Speech Recognition in Cleft Palate Speech
  
  Kaitao Song, Teng Wan, Bixia Wang, Huiqiang Jiang, Luna K. Qiu, Jiahang Xu, Yuqing Yang, Liping Jiang, Qun Lou, Dongsheng Li, Xudong Wang, Lili Qiu
  
  INTERSPEECH 2022 | June 2022
  
  Publication
- nn-Meter: Towards Accurate Latency Prediction of Deep-Learning Model Inference on Diverse Edge Devices
  
  Li Lyna Zhang, Shihao Han, Jianyu Wei, Ningxin Zheng, Ting Cao, Yuqing Yang, Yunxin Liu
  
  The 19th ACM International Conference on Mobile Systems, Applications, and Services (MobiSys'21) | June 2021
  
  Best Paper Award
  
  Publication

- AVA: Towards Agentic Video Analytics with Vision Language Models
  
  Yuxuan Yan, Shiqi Jiang, Ting Cao, Yifan Yang, Qianqian Yang, Yuanchao Shu, Yuqing Yang, Lili Qiu
  
  23rd USENIX Symposium on Networked Systems Design and Implementation (NSDI'26)) | October 2025
  
  Publication
- MMInference: Accelerating Pre-filling for Long-Context VLMs via Modality-Aware Permutation Sparse Attention
  
  Yucheng Li, Huiqiang Jiang, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu
  
  ICML 2025 | July 2025
  
  Preprint Github プロジェクト
- SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression
  
  Yucheng Li, Surin Ahn, Huiqiang Jiang, Amir H. Abdi, Yuqing Yang, Lili Qiu
  
  COLM 2025 | July 2025
  
  Publication
- Chain-of-Model Learning for Language Model
  
  Kaitao Song, Xiaohua Wang, Xu Tan, Huiqiang Jiang, Chengruidong Zhang, Yongliang Shen, LU Cen, Li, Zifan Song, Caihua Shan, Yansen Wang, Kan Ren, Xiaoqing Zheng, Tao Qin, Yuqing Yang, Dongsheng Li, Lili Qiu
  
  NeurIPS 2025 | May 2025
  
  DOI
- VoLUT: Efficient Volumetric Streaming Enhanced By LUT-Based Super-Resolution
  
  Yifan Yang, Lili Qiu, Yuqing Yang, Xinyang Jiang
  
  The Eighth Annual Conference on Machine Learning and Systems | May 2025
  
  Publication
- SeCom: On Memory Construction and Retrieval for Personalized Conversational Agents
  
  Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Xufang Luo, Hao Cheng, Dongsheng Li, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Jianfeng Gao
  
  ICLR 2025 | April 2025
  
  Publication Github プロジェクト
- SCBench: A KV Cache-Centric Analysis of Long-Context Methods
  
  Yucheng Li, Huiqiang Jiang, Qianhui Wu, Xufang Luo, Surin Ahn, Chengruidong Zhang, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu
  
  ICLR 2025 | December 2024
  
  Preprint Github プロジェクト
- MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention
  
  Huiqiang Jiang, Yucheng Li, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Zhenhua Han, Amir H. Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  NeurIPS 2024 | December 2024
  
  spotlight
  
  Preprint Github プロジェクト
- LORASC: Expressive and Generalizable Low-rank Adaptation for Large Models via Slow Cascaded Learning
  
  Yifan Yang, Yifei Shen, Yuqing Yang, Lili Qiu, Fangyun Wei
  
  2024 Empirical Methods in Natural Language Processing | November 2024
  
  Publication
- Reviving Cloud Gaming Sessions
  
  Yifan Yang, Lili Qiu, Yuqing Yang
  
  CoNEXT 2024 - International Conference on emerging Networking EXperiments and Technologies | November 2024
  
  Preprint
- RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval
  
  Di Liu, Meng Chen, Baotong Lu, Huiqiang Jiang, Qianxi Zhang, Qi Chen, Chengruidong Zhang, Bailu Ding, Kai Zhang, Chen Chen, Fan Yang, Yuqing Yang, Lili Qiu
  
  NeurIPS 2025 | September 2024
  
  Best Paper Award | ENLSP NeurIPS Workshop 2024
  
  Publication
- Benchmarking Data Science Agents
  
  Yuge Zhang, Qiyang Jiang, Xingyu Han, Nan Chen, Yuqing Yang, Kan Ren
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) | August 2024
  
  DOI Preprint Publication Publication
- Ladder: Enabling Efficient Low-Precision Deep Learning Computing through Hardware-aware Tensor Transformation
  
  Lei Wang, Lingxiao Ma, Shijie Cao, Quanlu Zhang, Jilong Xue, Yining Shi, Ningxin Zheng, Ziming Miao, Fan Yang, Ting Cao, Yuqing Yang, Mao Yang
  
  OSDI 2024 | July 2024
  
  Publication Github
- Parrot: Efficient Serving of LLM-based Applications with Semantic Variable
  
  Chaofan Lin, Zhenhua Han, Chengruidong Zhang, Yuqing Yang, Fan Yang, Chen Chen, Lili Qiu
  
  OSDI 2024 | May 2024
  
  Publication Github
- Real-Time Neural Video Recovery and Enhancement on Mobile Devices
  
  Yifan Yang, Yuqing Yang, Lili Qiu
  
  CoNEXT 2024 - International Conference on emerging Networking EXperiments and Technologies | April 2024
  
  Preprint
- MLCopilot: Unleashing the Power of Large Language Models in Solving Machine Learning Tasks
  
  Lei Zhang, Yuge Zhang, Kan Ren, Dongsheng Li, Yuqing Yang
  
  The 18th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2024) | March 2024
  
  Outstanding Paper Award
  
  DOI Publication Publication Publication
- LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression
  
  Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Menglin Xia, Xufang Luo, Jue Zhang, Qingwei Lin 林庆维, Victor Ruehle, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Dongmei Zhang
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (Findings of ACL 2024) | March 2024
  
  Preprint プロジェクトプロジェクト
- LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models
  
  Huiqiang Jiang, Qianhui Wu, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023) | December 2023
  
  Publication プロジェクト
- SPFresh: Incremental In-Place Update for Billion-Scale Vector Search
  
  Yuming Xu, Hengyu Liang, Jin Li, Shuotao Xu, Qi Chen, Qianxi Zhang, Cheng Li , Ziyue Yang, Fan Yang, Yuqing Yang, Peng Cheng, Mao Yang
  
  SOSP'23 | October 2023
  
  Microsoft Research Blog
  
  https://www.microsoft.com/en-us/research/blog/unified-database-laying-the-foundation-for-large-language-model-vertical-applications/
  
  Publication
- PIT: Optimization of Dynamic Sparse Deep Learning Models via Permutation Invariant Transformation
  
  Ningxin Zheng, Huiqiang Jiang, Quanlu Zhang, Zhenhua Han, Lingxiao Ma, Yuqing Yang, Fan Yang, Chengruidong Zhang, Lili Qiu, Mao Yang, Lidong Zhou
  
  The 29th ACM Symposium on Operating Systems Principles | October 2023
  
  Publication
- LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression
  
  Huiqiang Jiang, Qianhui Wu, Xufang Luo, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) | October 2023
  
  Preprint プロジェクト
- ElasticViT: Conflict-aware Supernet Training for Deploying Fast Vision Transformer on Diverse Mobile Devices
  
  Chen Tang, Li Lyna Zhang, Huiqiang Jiang, Jiahang Xu, Ting Cao, Quanlu Zhang, Yuqing Yang, Zhi Wang, Mao Yang
  
  ICCV 2023 | October 2023
  
  Publication
- SpaceEvo: Hardware-Friendly Search Space Design for Efficient INT8 Inference
  
  Xudong Wang, Li Lyna Zhang, Jiahang Xu, Quanlu Zhang, Yujing Wang, Yuqing Yang, Ningxin Zheng, Ting Cao, Mao Yang
  
  ICCV 2023 | October 2023
  
  Publication
- Attentive Mask CLIP
  
  Yifan Yang, Houwen Peng, Xinyang Jiang, Huiqiang Jiang, Yuqing Yang, Lili Qiu
  
  2023 International Conference on Computer Vision | October 2023
  
  Publication
- ImageBrush: Learning Visual In-Context Instructions for Exemplar-Based Image Manipulation
  
  Yasheng Sun, Yifan Yang, Houwen Peng, Yifei Shen, Yuqing Yang, Han Hu, Lili Qiu, Hideki Koike, Yuqing Yang
  
  NeurIPS 2023 | October 2023
  
  Publication
- Connecting Large Language Models with Evolutionary Algorithms Yields Powerful Prompt Optimizers
  
  Qingyan Guo, Rui Wang, Junliang Guo, Bei Li, Kaitao Song, Xu Tan, Guoqing Liu, Jiang Bian, Yuqing Yang
  
  ICLR 2024 | September 2023
  
  Publication Publication
- End-to-End Word-Level Pronunciation Assessment with MASK Pre-training
  
  Yukang Liang, Kaitao Song, Shaoguang Mao, Huiqiang Jiang, Luna K. Qiu, Yuqing Yang, Dongsheng Li, Linli Xu, Lili Qiu
  
  INTERSPEECH 2023 | August 2023
  
  Publication
- Accurate and Structured Pruning for Efficient Automatic Speech Recognition
  
  Huiqiang Jiang, Li Lyna Zhang, Yuang Li, Yu Wu, Shijie Cao, Ting Cao, Yuqing Yang, Jinyu Li, Mao Yang, Lili Qiu
  
  INTERSPEECH 2023 | August 2023
  
  Publication
- Constraint-aware and Ranking-distilled Token Pruning for Efficient Transformer Inference
  
  Junyan Li, Li Lyna Zhang, Jiahang Xu, Yujing Wang, Shaoguang Yan, Yunqing Xia, Yuqing Yang, Ting Cao, Hao Sun, Weiwei Deng, Qi Zhang, Mao Yang
  
  KDD 2023 | August 2023
  
  Publication
- Optimizing Dynamic Neural Networks with Brainstorm
  
  Weihao Cui, Zhenhua Han, Lingji Ouyang, Yichuan Wang, Ningxin Zheng, Lingxiao Ma, Yuqing Yang, Fan Yang, Jilong Xue, Lili Qiu, Lidong Zhou, Quan Chen, Haisheng Tan, Minyi Guo
  
  OSDI'23 | July 2023
  
  Publication
- VBASE: Unifying Online Vector Similarity Search and Relational Queries via Relaxed Monotonicity
  
  Qianxi Zhang, Shuotao Xu, Qi Chen, Guoxin Sui, Jiadong Xie, Zhizhen Cai, Yaoqi Chen, Yinxuan He, Yuqing Yang, Fan Yang, Mao Yang, Lidong Zhou
  
  OSDI'23 | July 2023
  
  Publication
- Unsupervised Video Anomaly Detection for Stereotypical Behaviours in Autism
  
  Jiaqi Gao, Xinyang Jiang, Yuqing Yang, Dongsheng Li, Lili Qiu
  
  ICASSP 23 | June 2023
  
  Author's Version
- Efficient GPU Kernels for N:M-SPARSE Weights in Deep Learning
  
  Bin Lin, Ningxin Zheng, Lei Wang, Shijie Cao, Lingxiao Ma, Quanlu Zhang, Yi Zhu, Ting Cao, Jilong Xue, Yuqing Yang, Fan Yang
  
  Sixth Conference on Machine Learning and Systems (MLSys'23) | June 2023
  
  Publication プロジェクト
- SiloD: A Co-design of Caching and Scheduling for Deep Learning Clusters
  
  Hanyu Zhao, Zhenhua Han, Zhi Yang, Quanlu Zhang, Mingxia Li, Fan Yang, Qianxi Zhang, Binyang Li, Yuqing Yang, Lili Qiu, Lintao Zhang, Lidong Zhou
  
  EuroSys 2023 | May 2023
  
  Publication
- Towards Inference Efficient Deep Ensemble Learning
  
  Ziyue Li, Kan Ren, Yifan Yang, Xinyang Jiang, Yuqing Yang, Dongsheng Li
  
  AAAI 23 | February 2023
  
  Author's Version
- 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
  
  Publication
- PilotFish: Harvesting Free Cycles of Cloud Gaming with Deep Learning Training
  
  Wei Zhang , Binghao Chen, Zhenhua Han, Quan Chen, Peng Cheng, Fan Yang, Ran Shu, Yuqing Yang, Minyi Guo
  
  2022 USENIX Annual Technical Conference | July 2022
  
  PDF
- SparTA: Deep-Learning Model Sparsity via Tensor-with-Sparsity-Attribute
  
  Ningxin Zheng, Bin Lin, Quanlu Zhang, Lingxiao Ma, Yuqing Yang, Fan Yang, Yang Wang, Mao Yang, Lidong Zhou
  
  OSDI 2022 | July 2022
  
  Publication プロジェクトプロジェクト
- Improving Hypernasality Estimation with Automatic Speech Recognition in Cleft Palate Speech
  
  Kaitao Song, Teng Wan, Bixia Wang, Huiqiang Jiang, Luna K. Qiu, Jiahang Xu, Yuqing Yang, Liping Jiang, Qun Lou, Dongsheng Li, Xudong Wang, Lili Qiu
  
  INTERSPEECH 2022 | June 2022
  
  Publication
- Privacy-preserving Online AutoML for Domain-Specific Face Detection
  
  Chenqian Yan, Yuge Zhang, Quanlu Zhang, Yaming Yang, Xinyang Jiang, Yuqing Yang, Baoyuan Wang
  
  CVPR 2022 | May 2022
  
  Publication
- Variational oracle guiding for reinforcement learning
  
  Dongqi Han, Tadashi Kozuno, Xufang Luo, Zhao-Yun Chen, Kenji Doya, Yuqing Yang, Dongsheng Li
  
  ICLR 2022 | April 2022
  
  Publication
- Variational oracle guiding for reinforcement learning
  
  Dongqi Han, Tadashi Kozuno, Xufang Luo, Zhao-Yun Chen, Kenji Doya, Yuqing Yang, Dongsheng Li
  
  2022 International Conference on Learning Representations | March 2022
  
  Publication
- Towards Generating Real-World Time Series Data
  
  Hengzhi Pei, Kan Ren, Yuqing Yang, Chang Liu, Tao Qin, Dongsheng Li
  
  ICDM 21 | November 2021
  
  Publication Publication Publication
- nn-Meter: Towards Accurate Latency Prediction of Deep-Learning Model Inference on Diverse Edge Devices
  
  Li Lyna Zhang, Shihao Han, Jianyu Wei, Ningxin Zheng, Ting Cao, Yuqing Yang, Yunxin Liu
  
  The 19th ACM International Conference on Mobile Systems, Applications, and Services (MobiSys'21) | June 2021
  
  Best Paper Award
  
  Publication
- Fast Hardware-Aware Neural Architecture Search
  
  Li Lyna Zhang, Yuqing Yang, Yuhang Jiang, Wenwu Zhu, Yunxin Liu
  
  CVPRW (Joint Workshop on Efficient Deep Learning in Computer Vision) | June 2020
  
  DOI PDF Publication
- Screen Reader Users in the Vibe Coding Era: Adaptation, Empowerment, and New Accessibility Landscape
  
  Nan Chen, Luna K. Qiu, Arran Zeyu Wang, Zilong Wang, Yuqing Yang
  
  ArXiv | June 2025, 巻abs/2506.13270
  
  DOI Publication Publication
- VisEval: A Benchmark for Data Visualization in the Era of Large Language Models
  
  Nan Chen, Yuge Zhang, Jiahang Xu, Kan Ren, Yuqing Yang
  
  IEEE Transactions on Visualization and Computer Graphics | July 2024, 巻PP
  
  Best paper
  
  VIS2024
  
  DOI Preprint Github
- Online Video Super-Resolution with Convolutional Kernel Bypass Graft
  
  Jun Xiao, Xinyang Jiang, Ningxin Zheng, Huan Yang, Yifan Yang, Yuqing Yang, Dongsheng Li, Kin-Man Lam
  
  IEEE Transactions on Multimedia | February 2023
  
  Publication プロジェクト
- nn-METER: Towards Accurate Latency Prediction of DNN Inference on Diverse Edge Devices
  
  Li Lyna Zhang, Shihao Han, Jianyu Wei, Ningxin Zheng, Ting Cao, Yuqing Yang, Yunxin Liu
  
  GetMobile: Mobile Computing and Communications | December 2021, 巻25(4): pp. 19-23
  
  SigMobile Research Highlight
  
  Publication
- $\Delta L$ Normalization: Rethink Loss Aggregation in RLVR
  
  Zhiyuan He, Xufang Luo, Yike Zhang, Yuqing Yang, Lili Qiu
  
  September 2025
  
  Publication
- Region-Adaptive Sampling for Diffusion Transformers
  
  Ziming Liu, Yifan Yang, Chengruidong Zhang, Yiqi Zhang, Lili Qiu, Yang You, Yuqing Yang
  
  February 2025
  
  DOI Publication Publication Github
- LLM2CLIP: Powerful Language Model Unlocks Richer Visual Representation
  
  Weiquan Huang, Aoqi Wu, Yifan Yang, Xufang Luo, Yuqing Yang, Liang Hu, Qi Dai, Xiyang Dai, Dongdong Chen, Chong Luo, Lili Qiu
  
  November 2024
  
  Publication Github プロジェクト
- Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely
  
  Siyun Zhao, Yuqing Yang, Zilong Wang, Zhiyuan He, Luna K. Qiu, Lili Qiu
  
  September 2024
  
  Publication
- RetroInfer: A Vector-Storage Approach for Scalable Long-Context LLM Inference
  
  Yaoqi Chen, Jinkai Zhang, Baotong Lu, Qianxi Zhang, Chengruidong Zhang, Jingjia Luo, Di Liu, Huiqiang Jiang, Qi Chen, Jing Liu, Bailu Ding, Xiao Yan, Jiawei Jiang, Chen Chen, Mingxing Zhang, Yuqing Yang, Fan Yang, Mao Yang
  
  June 2025
  
  DOI Github
- Advancing Mobile GUI Agents: A Verifier-Driven Approach to Practical Deployment
  
  Gaole Dai, Shiqi Jiang, Ting Cao, Yuanchun Li, Yuqing Yang, Rui Tan, Mo Li, Lili Qiu
  
  March 2025
  
  Preprint
- The Potential and Value of AI Chatbot in Personalized Cognitive Training
  
  Zilong Wang, Nan Chen, Luna K. Qiu, Ling Yue, Geli Guo, Yang Ou, Shiqi Jiang, Yuqing Yang, Lili Qiu
  
  October 2024
  
  Preprint アクセスプロジェクト
- Mitigate Position Bias in Large Language Models via Scaling a Single Dimension
  
  Yijiong Yu, Huiqiang Jiang, Xufang Luo, Qianhui Wu, Chin-Yew Lin, Dongsheng Li, Yuqing Yang, Yongfeng Huang, Lili Qiu
  
  June 2024
  
  Preprint
- EfficientViT: Memory Efficient Vision Transformer with Cascaded Group Attention
  
  Xinyu Liu, Houwen Peng, Ningxin Zheng, Yuqing Yang, Han Hu, Yixuan Yuan
  
  June 2023
  
  Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
  
  Publication
- AceNAS: Learning to Rank Ace Neural Architectures with Weak Supervision of Weight Sharing
  
  Yuge Zhang, Chenqian Yan, Quanlu Zhang, Li Lyna Zhang, Yaming Yang, Xiaotian Gao, Yuqing Yang
  
  August 2021
  
  発行:arXiv | August 2021
  
  Publication

Yuqing Yang

出版物

AVA: Towards Agentic Video Analytics with Vision Language Models

$\Delta L$ Normalization: Rethink Loss Aggregation in RLVR

MMInference: Accelerating Pre-filling for Long-Context VLMs via Modality-Aware Permutation Sparse Attention

SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression

RetroInfer: A Vector-Storage Approach for Scalable Long-Context LLM Inference

Screen Reader Users in the Vibe Coding Era: Adaptation, Empowerment, and New Accessibility Landscape

Chain-of-Model Learning for Language Model

VoLUT: Efficient Volumetric Streaming Enhanced By LUT-Based Super-Resolution

SeCom: On Memory Construction and Retrieval for Personalized Conversational Agents

Advancing Mobile GUI Agents: A Verifier-Driven Approach to Practical Deployment

Region-Adaptive Sampling for Diffusion Transformers

SCBench: A KV Cache-Centric Analysis of Long-Context Methods

MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention

LORASC: Expressive and Generalizable Low-rank Adaptation for Large Models via Slow Cascaded Learning

LLM2CLIP: Powerful Language Model Unlocks Richer Visual Representation

Reviving Cloud Gaming Sessions

The Potential and Value of AI Chatbot in Personalized Cognitive Training

RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval

Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely

Benchmarking Data Science Agents

Ladder: Enabling Efficient Low-Precision Deep Learning Computing through Hardware-aware Tensor Transformation

VisEval: A Benchmark for Data Visualization in the Era of Large Language Models

Mitigate Position Bias in Large Language Models via Scaling a Single Dimension

Parrot: Efficient Serving of LLM-based Applications with Semantic Variable

Real-Time Neural Video Recovery and Enhancement on Mobile Devices

MLCopilot: Unleashing the Power of Large Language Models in Solving Machine Learning Tasks

LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression

LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models

PIT: Optimization of Dynamic Sparse Deep Learning Models via Permutation Invariant Transformation

SPFresh: Incremental In-Place Update for Billion-Scale Vector Search

LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression

ElasticViT: Conflict-aware Supernet Training for Deploying Fast Vision Transformer on Diverse Mobile Devices

SpaceEvo: Hardware-Friendly Search Space Design for Efficient INT8 Inference

Attentive Mask CLIP

ImageBrush: Learning Visual In-Context Instructions for Exemplar-Based Image Manipulation

Connecting Large Language Models with Evolutionary Algorithms Yields Powerful Prompt Optimizers

Accurate and Structured Pruning for Efficient Automatic Speech Recognition

End-to-End Word-Level Pronunciation Assessment with MASK Pre-training

Constraint-aware and Ranking-distilled Token Pruning for Efficient Transformer Inference

Optimizing Dynamic Neural Networks with Brainstorm

VBASE: Unifying Online Vector Similarity Search and Relational Queries via Relaxed Monotonicity

Efficient GPU Kernels for N:M-SPARSE Weights in Deep Learning

EfficientViT: Memory Efficient Vision Transformer with Cascaded Group Attention

Unsupervised Video Anomaly Detection for Stereotypical Behaviours in Autism

SiloD: A Co-design of Caching and Scheduling for Deep Learning Clusters

Online Video Super-Resolution with Convolutional Kernel Bypass Graft

Towards Inference Efficient Deep Ensemble Learning

Reinforcement Learning with Automated Auxiliary Loss Search

PilotFish: Harvesting Free Cycles of Cloud Gaming with Deep Learning Training

SparTA: Deep-Learning Model Sparsity via Tensor-with-Sparsity-Attribute

Improving Hypernasality Estimation with Automatic Speech Recognition in Cleft Palate Speech

Privacy-preserving Online AutoML for Domain-Specific Face Detection

Variational oracle guiding for reinforcement learning

Variational oracle guiding for reinforcement learning

nn-METER: Towards Accurate Latency Prediction of DNN Inference on Diverse Edge Devices

Towards Generating Real-World Time Series Data

AceNAS: Learning to Rank Ace Neural Architectures with Weak Supervision of Weight Sharing

nn-Meter: Towards Accurate Latency Prediction of Deep-Learning Model Inference on Diverse Edge Devices

Fast Hardware-Aware Neural Architecture Search

AVA: Towards Agentic Video Analytics with Vision Language Models

$\Delta L$ Normalization: Rethink Loss Aggregation in RLVR

MMInference: Accelerating Pre-filling for Long-Context VLMs via Modality-Aware Permutation Sparse Attention

SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression

RetroInfer: A Vector-Storage Approach for Scalable Long-Context LLM Inference

Screen Reader Users in the Vibe Coding Era: Adaptation, Empowerment, and New Accessibility Landscape

Chain-of-Model Learning for Language Model

SeCom: On Memory Construction and Retrieval for Personalized Conversational Agents

Advancing Mobile GUI Agents: A Verifier-Driven Approach to Practical Deployment

SCBench: A KV Cache-Centric Analysis of Long-Context Methods

MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention

LORASC: Expressive and Generalizable Low-rank Adaptation for Large Models via Slow Cascaded Learning

The Potential and Value of AI Chatbot in Personalized Cognitive Training

RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval

Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely

Benchmarking Data Science Agents

Mitigate Position Bias in Large Language Models via Scaling a Single Dimension

Parrot: Efficient Serving of LLM-based Applications with Semantic Variable

MLCopilot: Unleashing the Power of Large Language Models in Solving Machine Learning Tasks