Kernel Limit of Recurrent Neural Networks Trained on Ergodic Data Sequences. - Samuel Chun-Hei Lam; Justin A. Sirignano; Konstantinos Spiliopoulos (CoRR, 2023)

Weak Convergence Analysis of Online Neural Actor-Critic Algorithms. - Samuel Chun-Hei Lam; Justin A. Sirignano; Ziheng Wang (CoRR, 2024)

Convergence Analysis of Real-time Recurrent Learning (RTRL) for a class of Recurrent Neural Networks. - Samuel Chun-Hei Lam; Justin A. Sirignano; Konstantinos Spiliopoulos (CoRR, 2025)