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Siyu Chen

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Implicit Regularization of Gradient Flow on One-Layer Softmax Attention

Mar 13, 2024
Heejune Sheen, Siyu Chen, Tianhao Wang, Harrison H. Zhou

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Training Dynamics of Multi-Head Softmax Attention for In-Context Learning: Emergence, Convergence, and Optimality

Feb 29, 2024
Siyu Chen, Heejune Sheen, Tianhao Wang, Zhuoran Yang

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Cooperative Learning with Gaussian Processes for Euler-Lagrange Systems Tracking Control under Switching Topologies

Feb 05, 2024
Zewen Yang, Songbo Dong, Armin Lederer, Xiaobing Dai, Siyu Chen, Stefan Sosnowski, Georges Hattab, Sandra Hirche

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Context Matters: Data-Efficient Augmentation of Large Language Models for Scientific Applications

Dec 21, 2023
Xiang Li, Haoran Tang, Siyu Chen, Ziwei Wang, Anurag Maravi, Marcin Abram

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Actions Speak What You Want: Provably Sample-Efficient Reinforcement Learning of the Quantal Stackelberg Equilibrium from Strategic Feedbacks

Jul 26, 2023
Siyu Chen, Mengdi Wang, Zhuoran Yang

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Image Quality-aware Diagnosis via Meta-knowledge Co-embedding

Apr 14, 2023
Haoxuan Che, Siyu Chen, Hao Chen

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Unsupervised detection of small hyperreflective features in ultrahigh resolution optical coherence tomography

Mar 26, 2023
Marcel Reimann, Jungeun Won, Hiroyuki Takahashi, Antonio Yaghy, Yunchan Hwang, Stefan Ploner, Junhong Lin, Jessica Girgis, Kenneth Lam, Siyu Chen, Nadia K. Waheed, Andreas Maier, James G. Fujimoto

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A Unified Framework of Policy Learning for Contextual Bandit with Confounding Bias and Missing Observations

Mar 20, 2023
Siyu Chen, Yitan Wang, Zhaoran Wang, Zhuoran Yang

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Learning to Incentivize Information Acquisition: Proper Scoring Rules Meet Principal-Agent Model

Mar 15, 2023
Siyu Chen, Jibang Wu, Yifan Wu, Zhuoran Yang

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