2 papers
math.ST2025
On Convergence Rates of Spiked Eigenvalue Estimates: A General Study of Global and Local Laws in Sample Covariance Matrices
Bing-Yi Jing, Weiming Li, Jiahui Xie +2
This paper investigates global and local laws for sample covariance matrices with general growth rates of dimensions. The sample size and population dimension can have the…
cs.LG2024
Rethinking Adversarial Inverse Reinforcement Learning: Policy Imitation, Transferable Reward Recovery and Algebraic Equilibrium Proof
Yangchun Zhang, Qiang Liu, Weiming Li +1
Adversarial inverse reinforcement learning (AIRL) stands as a cornerstone approach in imitation learning, yet it faces criticisms from prior studies. In this paper, we rethink AIRL…