2 papers
math.OC2026
Certified Residual Quasi-Newton Methods for Distributed Variational Inequalities
Ewsey R. Obzherin, Roman M. Mozhaev, Alexander V. Gasnikov +3
Second-order methods for smooth monotone variational inequalities reach the optimal rate , but a distributed exact Jacobian costs times more communication than an…
math.OC2026
Application of Optimal Inexact Second-Order Acceleration to Distributed Stochastic Optimization under Statistical Similarity
Yury A. Sokolov, Maxim K. Mashtaler, Alexander V. Gasnikov +3
We consider distributed stochastic convex optimization with a fixed budget of independent samples split among workers. Sample average approximation reduces the problem to a…