Stochastic Methods

Slice Sampling Reparameterization Gradients NeurIPS 2021 Sparse sketches with small inversion bias COLT 2021 Sparsity-Agnostic Lasso Bandit ICML 2021 Stability and Generalization of Decentralized Stochastic Gradient Descent AAAI 2021 STEM: A Stochastic Two-Sided Momentum Algorithm Achieving Near-Optimal Sample and Communication Complexities for Federated Learning NeurIPS 2021 STEP: Stochastic Traversability Evaluation and Planning for Risk-Aware Off-road Navigation RSS 2021 Stochastic $L^\natural$-convex Function Minimization NeurIPS 2021 Stochastic Anderson Mixing for Nonconvex Stochastic Optimization NeurIPS 2021 Stochastic bandits with groups of similar arms. NeurIPS 2021 Stochastic Bias-Reduced Gradient Methods NeurIPS 2021 Stochastic continuous normalizing flows: training SDEs as ODEs UAI 2021 Stochastic Gradient Descent-Ascent and Consensus Optimization for Smooth Games: Convergence Analysis under Expected Co-coercivity NeurIPS 2021 Stochastic Iterative Graph Matching ICML 2021 Stochastic Online Optimization using Kalman Recursion JMLR 2021 Stochastic optimization under time drift: iterate averaging, step-decay schedules, and high probability guarantees NeurIPS 2021 Stochastic Probing with Increasing Precision IJCAI 2021 Stochastic Sign Descent Methods: New Algorithms and Better Theory ICML 2021 Streaming and Distributed Algorithms for Robust Column Subset Selection ICML 2021 Streaming k-PCA: Efficient guarantees for Oja’s algorithm, beyond rank-one updates COLT 2021 Structured Logconcave Sampling with a Restricted Gaussian Oracle COLT 2021 Submodular Maximization subject to a Knapsack Constraint: Combinatorial Algorithms with Near-optimal Adaptive Complexity ICML 2021 Sum-product laws and efficient algorithms for imprecise Markov chains UAI 2021 System Performance as a Function of Calibration Methods, Sample Size and Sampling Variability in Likelihood Ratio-Based Forensic Voice Comparison Interspeech 2021 The Complexity of Sparse Tensor PCA NeurIPS 2021 The Decoupled Extended Kalman Filter for Dynamic Exponential-Family Factorization Models JMLR 2021