Stability Based Generalization Bounds for Exponential Family Langevin Dynamics

Arindam Banerjee, Tiancong Chen, Xinyan Li, Yingxue Zhou

Abstract: Recent years have seen advances in generalization bounds for noisy stochastic algorithms, especially stochastic gradient Langevin dynamics (SGLD) based on stability (Mou et al., 2018; Li et al., 20...