Stochastic Methods

Dissecting the Effects of SGD Noise in Distinct Regimes of Deep Learning ICML 2023 Distributed Algorithms for U-statistics-based Empirical Risk Minimization JMLR 2023 Distributionally Robust Bayesian Optimization with φ-divergences NeurIPS 2023 Divide and Conquer Dynamic Programming: An Almost Linear Time Change Point Detection Methodology in High Dimensions ICML 2023 Does Momentum Help in Stochastic Optimization? A Sample Complexity Analysis. UAI 2023 DoG is SGD’s Best Friend: A Parameter-Free Dynamic Step Size Schedule ICML 2023 Don't be so Monotone: Relaxing Stochastic Line Search in Over-Parameterized Models NeurIPS 2023 DOTE: Rethinking (Predictive) WAN Traffic Engineering NSDI 2023 Double Doubly Robust Thompson Sampling for Generalized Linear Contextual Bandits AAAI 2023 Doubly Robust Stein-Kernelized Monte Carlo Estimator: Simultaneous Bias-Variance Reduction and Supercanonical Convergence JMLR 2023 Dynamic Non-monotone Submodular Maximization NeurIPS 2023 Echo of Neighbors: Privacy Amplification for Personalized Private Federated Learning with Shuffle Model AAAI 2023 Efficient displacement convex optimization with particle gradient descent ICML 2023 Engineering an Efficient Approximate DNF-Counter IJCAI 2023 Entropic Neural Optimal Transport via Diffusion Processes NeurIPS 2023 Entropy Regularization for Population Estimation AAAI 2023 Equivariant Neural Simulators for Stochastic Spatiotemporal Dynamics NeurIPS 2023 Ewald-based Long-Range Message Passing for Molecular Graphs ICML 2023 Exact Optimality of Communication-Privacy-Utility Tradeoffs in Distributed Mean Estimation NeurIPS 2023 Explainable and Efficient Randomized Voting Rules NeurIPS 2023 Exploring Local Norms in Exp-concave Statistical Learning COLT 2023 Fair Adaptive Experiments NeurIPS 2023 Farsighted Probabilistic Sampling: A General Strategy for Boosting Local Search MaxSAT Solvers AAAI 2023 FastAMI – a Monte Carlo Approach to the Adjustment for Chance in Clustering Comparison Metrics AAAI 2023 Fast Asymptotically Optimal Algorithms for Non-Parametric Stochastic Bandits NeurIPS 2023