2 papers
cs.LG2026
RESIST: Resilient Decentralized Learning Using Consensus Gradient Descent
Cheng Fang, Rishabh Dixit, Waheed U. Bajwa +1
Empirical risk minimization (ERM) is a cornerstone of modern machine learning (ML), supported by advances in optimization theory that ensure efficient solutions with provable algor…
math.OC2025
DIGing--SGLD: Decentralized and Scalable Langevin Sampling over Time--Varying Networks
Waheed U. Bajwa, Mert Gurbuzbalaban, Mustafa Ali Kutbay +2
Sampling from a target distribution induced by training data is central to Bayesian learning, with Stochastic Gradient Langevin Dynamics (SGLD) serving as a key tool for scalable p…