Siyu Chen - RankMe

18 papers A* 7Journal 11

Year	Rank	Type	Title / Venue / Authors
2025	A*	`conf`	Can Neural Networks Achieve Optimal Computational-statistical Tradeoff? An Analysis on Single-Index Model. ICLR Siyu Chen, Beining Wu, Miao Lu, Zhuoran Yang, Tianhao Wang
2025	J	`jnl`	Taming Polysemanticity in LLMs: Provable Feature Recovery via Sparse Autoencoders. CoRR Siyu Chen, Heejune Sheen, Xuyuan Xiong, Tianhao Wang, Zhuoran Yang
2024	J	`jnl`	Contractual Reinforcement Learning: Pulling Arms with Invisible Hands. CoRR Jibang Wu, Siyu Chen, Mengdi Wang, Huazheng Wang, Haifeng Xu
2024	A*	`conf`	From Words to Actions: Unveiling the Theoretical Underpinnings of LLM-Driven Autonomous Systems. ICML Jianliang He, Siyu Chen, Fengzhuo Zhang, Zhuoran Yang
2024	J	`jnl`	From Words to Actions: Unveiling the Theoretical Underpinnings of LLM-Driven Autonomous Systems. CoRR Jianliang He, Siyu Chen, Fengzhuo Zhang, Zhuoran Yang
2024	J	`jnl`	Implicit Regularization of Gradient Flow on One-Layer Softmax Attention. CoRR Heejune Sheen, Siyu Chen, Tianhao Wang, Harrison H. Zhou
2024	A*	`conf`	Training Dynamics of Multi-Head Softmax Attention for In-Context Learning: Emergence, Convergence, and Optimality (extended abstract). COLT Siyu Chen, Heejune Sheen, Tianhao Wang, Zhuoran Yang
2024	J	`jnl`	Training Dynamics of Multi-Head Softmax Attention for In-Context Learning: Emergence, Convergence, and Optimality. CoRR Siyu Chen, Heejune Sheen, Tianhao Wang, Zhuoran Yang
2024	A*	`conf`	Unveiling Induction Heads: Provable Training Dynamics and Feature Learning in Transformers. NeurIPS Siyu Chen, Heejune Sheen, Tianhao Wang, Zhuoran Yang
2024	J	`jnl`	Unveiling Induction Heads: Provable Training Dynamics and Feature Learning in Transformers. CoRR Siyu Chen, Heejune Sheen, Tianhao Wang, Zhuoran Yang
2024	J	`jnl`	Unveiling the Statistical Foundations of Chain-of-Thought Prompting Methods. CoRR Xinyang Hu, Fengzhuo Zhang, Siyu Chen, Zhuoran Yang
2023	J	`jnl`	A Unified Framework of Policy Learning for Contextual Bandit with Confounding Bias and Missing Observations. CoRR Siyu Chen, Yitan Wang, Zhaoran Wang, Zhuoran Yang
2023	J	`jnl`	Actions Speak What You Want: Provably Sample-Efficient Reinforcement Learning of the Quantal Stackelberg Equilibrium from Strategic Feedbacks. CoRR Siyu Chen, Mengdi Wang, Zhuoran Yang
2023	A*	`conf`	Learning to Incentivize Information Acquisition: Proper Scoring Rules Meet Principal-Agent Model. ICML Siyu Chen, Jibang Wu, Yifan Wu, Zhuoran Yang
2023	J	`jnl`	Learning to Incentivize Information Acquisition: Proper Scoring Rules Meet Principal-Agent Model. CoRR Siyu Chen, Jibang Wu, Yifan Wu, Zhuoran Yang
2022	A*	`conf`	Adaptive Model Design for Markov Decision Process. ICML Siyu Chen, Donglin Yang, Jiayang Li, Senmiao Wang, Zhuoran Yang, Zhaoran Wang
2021	A*	`conf`	Wasserstein Flow Meets Replicator Dynamics: A Mean-Field Analysis of Representation Learning in Actor-Critic. NeurIPS Yufeng Zhang, Siyu Chen, Zhuoran Yang, Michael I. Jordan, Zhaoran Wang
2021	J	`jnl`	Wasserstein Flow Meets Replicator Dynamics: A Mean-Field Analysis of Representation Learning in Actor-Critic. CoRR Yufeng Zhang, Siyu Chen, Zhuoran Yang, Michael I. Jordan, Zhaoran Wang