Meng Wang

On the Convergence and Sample Complexity Analysis of Deep Q-Networks with $\epsilon$-Greedy Exploration

K. Murugesan, Hongkang Li, Shuai Zhang, 2023, 2310.16173.

Training Nonlinear Transformers for Efficient In-Context Learning: A Theoretical Learning and Generalization Analysis

Hongkang Li, Meng Wang, Pin-Yu Chen, 2024, 2402.15607.

Learning on Transformers is Provable Low-Rank and Sparse: A One-layer Analysis

Hongkang Li, Shuai Zhang, Meng Wang, 2024, 2024 IEEE 13rd Sensor Array and Multichannel Signal Processing Workshop (SAM).

How Does Promoting the Minority Fraction Affect Generalization? A Theoretical Study of One-Hidden-Layer Neural Network on Group Imbalance

Yihua Zhang, Hongkang Li, Shuai Zhang, 2024, IEEE Journal of Selected Topics in Signal Processing.

What Improves the Generalization of Graph Transformers? A Theoretical Dive into the Self-attention and Positional Encoding

Hongkang Li, Meng Wang, Pin-Yu Chen, 2024, ICML.