Publication Combinatorial Multivariant Multi-Armed Bandits with Applications to Episodic Reinforcement Learning and Beyond Xutong Liu, Siwei Wang, Jinhang Zuo, Han Zhong, Xuchuang Wang, Zhiyong Wang, Shuai Li, Mohammad Hajiesmaili, John C.S. Lui, Wei Chen Proceedings of the 41st International Conference on Machine Learning (ICML) | July 2024
Publication Low latency carbon budget analysis reveals a large decline of the land carbon sink in 2023 Piyu Ke, P. Ciais, S. Sitch, Wei Li, Ana Bastos, Zhu Liu, Yidi Xu, Xiaofan Gui, Jiang Bian, D. Goll, Yi Xi, Wanjing Li, Mike O’Sullivan, Jeffeson Goncalves de Souza, P. Friedlingstein, F. Chevallier National Science Review | July 2024
Publication CLAVE: An Adaptive Framework for Evaluating Values of LLM Generated Responses Jing Yao, Xiaoyuan Yi, Xing Xie NeurIPS 2024 | July 2024
Publication Autoregressive Speech Synthesis without Vector Quantization Lingwei Meng, Long Zhou, Shujie Liu, Sanyuan Chen, Bing Han, Shujie Hu, Yanqing Liu, Jinyu Li, Sheng Zhao, Xixin Wu, Helen Meng, Furu Wei July 2024 Project
Publication Video In-context Learning Wentao Zhang, Junliang Guo, Tianyu He, Li Zhao, Linli Xu, Jiang Bian July 2024 Project
Publication nnScaler: Constraint-Guided Parallelization Plan Generation for Deep Learning Training Zhiqi Lin, Youshan Miao, Quanlu Zhang, Fan Yang, Yi Zhu, Cheng Li, Saeed Maleki, Xu Cao, Ning Shang, Yilei Yang, Weijiang Xu, Mao Yang, Lintao Zhang, Lidong Zhou OSDI | July 2024 Github
Publication SuperBench: Improving Cloud AI Infrastructure Reliability with Proactive Validation Yifan Xiong, Yuting Jiang, Ziyue Yang, Lei Qu, Guoshuai Zhao, Shuguang Liu, Dong Zhong, Boris Pinzur, Jie Zhang, Yang Wang, Jithin Jose, Hossein Pourreza, Jeff Baxter, Kushal Datta, Prabhat Ram, Luke Melton, Joe Chau, Peng Cheng, Yongqiang Xiong, Lidong Zhou USENIX ATC | July 2024 Best Paper Award
Publication Pre-gated MoE: An Algorithm-System Co-Design for Fast and Scalable Mixture-of-Expert Inference Ranggi Hwang, Jianyu Wei, Shijie Cao, Changho Hwang, Xiaohu Tang, Ting Cao, Mao Yang ISCA 2024 | July 2024 Microsoft Research Focus https://www.microsoft.com/en-us/research/blog/research-focus-week-of-july-15-2024/
Publication VALL-E R: Robust and Efficient Zero-Shot Text-to-Speech Synthesis via Monotonic Alignment Bing Han, Long Zhou, Shujie Liu, Sanyuan Chen, Lingwei Meng, Yanming Qian, Yanqing Liu, Sheng Zhao, Jinyu Li, Furu Wei June 2024 Project
Publication Direct Preference Knowledge Distillation for Large Language Models Yixing Li, Yuxian Gu, Li Dong, Dequan Wang, Yu Cheng, Furu Wei June 2024