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Lei Song

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TimeX++: Learning Time-Series Explanations with Information Bottleneck

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May 15, 2024
Zichuan Liu, Tianchun Wang, Jimeng Shi, Xu Zheng, Zhuomin Chen, Lei Song, Wenqian Dong, Jayantha Obeysekera, Farhad Shirani, Dongsheng Luo

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Protecting Your LLMs with Information Bottleneck

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Apr 22, 2024
Zichuan Liu, Zefan Wang, Linjie Xu, Jinyu Wang, Lei Song, Tianchun Wang, Chunlin Chen, Wei Cheng, Jiang Bian

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Higher Replay Ratio Empowers Sample-Efficient Multi-Agent Reinforcement Learning

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Apr 15, 2024
Linjie Xu, Zichuan Liu, Alexander Dockhorn, Diego Perez-Liebana, Jinyu Wang, Lei Song, Jiang Bian

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Reinforced In-Context Black-Box Optimization

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Feb 27, 2024
Lei Song, Chenxiao Gao, Ke Xue, Chenyang Wu, Dong Li, Jianye Hao, Zongzhang Zhang, Chao Qian

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Stochastic Bayesian Optimization with Unknown Continuous Context Distribution via Kernel Density Estimation

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Dec 21, 2023
Xiaobin Huang, Lei Song, Ke Xue, Chao Qian

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Pre-Trained Large Language Models for Industrial Control

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Aug 06, 2023
Lei Song, Chuheng Zhang, Li Zhao, Jiang Bian

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Macro Placement by Wire-Mask-Guided Black-Box Optimization

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Jul 18, 2023
Yunqi Shi, Ke Xue, Lei Song, Chao Qian

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A Versatile Multi-Agent Reinforcement Learning Benchmark for Inventory Management

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Jun 13, 2023
Xianliang Yang, Zhihao Liu, Wei Jiang, Chuheng Zhang, Li Zhao, Lei Song, Jiang Bian

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Mildly Constrained Evaluation Policy for Offline Reinforcement Learning

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Jun 06, 2023
Linjie Xu, Zhengyao Jiang, Jinyu Wang, Lei Song, Jiang Bian

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RFR-WWANet: Weighted Window Attention-Based Recovery Feature Resolution Network for Unsupervised Image Registration

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May 07, 2023
Mingrui Ma, Tao Wang, Lei Song, Weijie Wang, Guixia Liu

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