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Yingbin Liang

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Transformers Provably Learn Feature-Position Correlations in Masked Image Modeling

Mar 04, 2024
Yu Huang, Zixin Wen, Yuejie Chi, Yingbin Liang

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Take the Bull by the Horns: Hard Sample-Reweighted Continual Training Improves LLM Generalization

Mar 01, 2024
Xuxi Chen, Zhendong Wang, Daouda Sow, Junjie Yang, Tianlong Chen, Yingbin Liang, Mingyuan Zhou, Zhangyang Wang

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Non-asymptotic Convergence of Discrete-time Diffusion Models: New Approach and Improved Rate

Feb 21, 2024
Yuchen Liang, Peizhong Ju, Yingbin Liang, Ness Shroff

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Sample Complexity Characterization for Linear Contextual MDPs

Feb 05, 2024
Junze Deng, Yuan Cheng, Shaofeng Zou, Yingbin Liang

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Rethinking PGD Attack: Is Sign Function Necessary?

Dec 03, 2023
Junjie Yang, Tianlong Chen, Xuxi Chen, Zhangyang Wang, Yingbin Liang

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Meta ControlNet: Enhancing Task Adaptation via Meta Learning

Dec 03, 2023
Junjie Yang, Jinze Zhao, Peihao Wang, Zhangyang Wang, Yingbin Liang

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Provable Benefits of Multi-task RL under Non-Markovian Decision Making Processes

Oct 20, 2023
Ruiquan Huang, Yuan Cheng, Jing Yang, Vincent Tan, Yingbin Liang

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In-Context Convergence of Transformers

Oct 08, 2023
Yu Huang, Yuan Cheng, Yingbin Liang

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Model-Free Algorithm with Improved Sample Efficiency for Zero-Sum Markov Games

Aug 17, 2023
Songtao Feng, Ming Yin, Yu-Xiang Wang, Jing Yang, Yingbin Liang

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