Langevin Dynamics: A Unified Perspective on Optimization via Lyapunov Potentials. - August Y. Chen; Ayush Sekhari; Karthik Sridharan (CoRR, 2024)

From Optimization to Sampling via Lyapunov Potentials. - August Y. Chen; Karthik Sridharan (CoRR, 2024)

Optimization, Isoperimetric Inequalities, and Sampling via Lyapunov Potentials. - August Y. Chen; Karthik Sridharan (COLT, 2025)

Efficiently Escaping Saddle Points under Generalized Smoothness via Self-Bounding Regularity. - Daniel Yiming Cao; August Y. Chen; Karthik Sridharan; Benjamin Tang (CoRR, 2025)