Stochastic Methods

Noisy Riemannian Gradient Descent for Eigenvalue Computation with Application to Inexact Stochastic Recursive Gradient Algorithm ACML 2022 Non-Autoregressive Machine Translation: It’s Not as Fast as it Seems NAACL 2022 Non-Stationary Bandits under Recharging Payoffs: Improved Planning with Sublinear Regret NeurIPS 2022 On Almost Sure Convergence Rates of Stochastic Gradient Methods COLT 2022 On Biased Stochastic Gradient Estimation JMLR 2022 On Distributed Adaptive Optimization with Gradient Compression ICLR 2022 Online Competitive Influence Maximization AISTATS 2022 On Mixup Regularization JMLR 2022 On the Convergence of Local Stochastic Compositional Gradient Descent with Momentum ICML 2022 On the Convergence of mSGD and AdaGrad for Stochastic Optimization ICLR 2022 On the Double Descent of Random Features Models Trained with SGD NeurIPS 2022 On the Last Iterate Convergence of Momentum Methods ALT 2022 On the SDEs and Scaling Rules for Adaptive Gradient Algorithms NeurIPS 2022 Optimal Algorithms for Decentralized Stochastic Variational Inequalities NeurIPS 2022 Optimal and instance-dependent guarantees for Markovian linear stochastic approximation COLT 2022 PER-ETD: A Polynomially Efficient Emphatic Temporal Difference Learning Method ICLR 2022 Permutation Compressors for Provably Faster Distributed Nonconvex Optimization ICLR 2022 Phase diagram of Stochastic Gradient Descent in high-dimensional two-layer neural networks NeurIPS 2022 Primal-Dual Stochastic Mirror Descent for MDPs AISTATS 2022 Provable Stochastic Optimization for Global Contrastive Learning: Small Batch Does Not Harm Performance ICML 2022 QLSD: Quantised Langevin Stochastic Dynamics for Bayesian Federated Learning AISTATS 2022 Randomized Stochastic Gradient Descent Ascent AISTATS 2022 Representing 3D Shapes With Probabilistic Directed Distance Fields CVPR 2022 Residual-Based Sampling for Online Outlier-Robust PCA ICML 2022 Revisiting Optimal Convergence Rate for Smooth and Non-convex Stochastic Decentralized Optimization NeurIPS 2022