2 papers
math.OC2026
Kullback-Leibler Mirror-Prox for Measure-Valued Variational Inequalities and Mean-Field Equilibria
Erhan Bayraktar, Ibrahim Ekren, Lu Vy +1
We study the computation of static mean-field equilibria on a compact state space by formulating the equilibrium condition as a variational inequality over probability measures. We…
cs.LG2026
Entropy-Based Dimension-Free Convergence and Loss-Adaptive Schedules for Diffusion Models
Ahmad Aghapour, Erhan Bayraktar, Ziqing Zhang
Diffusion generative models synthesize samples by discretizing reverse-time dynamics driven by a learned score (or denoiser). Existing convergence analyses of diffusion models typi…