Stochastic Methods

Bring Your Own Algorithm for Optimal Differentially Private Stochastic Minimax Optimization NeurIPS 2022 BR-SNIS: Bias Reduced Self-Normalized Importance Sampling NeurIPS 2022 Causal inference with treatment measurement error: a nonparametric instrumental variable approach UAI 2022 Chefs' Random Tables: Non-Trigonometric Random Features NeurIPS 2022 Clipped Stochastic Methods for Variational Inequalities with Heavy-Tailed Noise NeurIPS 2022 Collie: Finding Performance Anomalies in RDMA Subsystems NSDI 2022 Combinatorial Bandits with Linear Constraints: Beyond Knapsacks and Fairness NeurIPS 2022 Combining Constraint Solving and Bayesian Techniques for System Optimization IJCAI 2022 Conditional Loss and Deep Euler Scheme for Time Series Generation AAAI 2022 Constrained Langevin Algorithms with L-mixing External Random Variables NeurIPS 2022 Constrained Stochastic Nonconvex Optimization with State-dependent Markov Data NeurIPS 2022 Controlling Epidemic Spread using Probabilistic Diffusion Models on Networks AISTATS 2022 Convergence of Langevin Monte Carlo in Chi-Squared and Rényi Divergence AISTATS 2022 Convergence of online k-means AISTATS 2022 Coordinate Linear Variance Reduction for Generalized Linear Programming NeurIPS 2022 Correlated Quantization for Distributed Mean Estimation and Optimization ICML 2022 Counting, Sampling, and Synthesis: The Quest for Scalability IJCAI 2022 Data-Driven Chance Constrained Control using Kernel Distribution Embeddings L4DC 2022 Data-Driven Safety Verification of Stochastic Systems via Barrier Certificates: A Wait-and-Judge Approach L4DC 2022 Data-Enabled Gradient Flow as Feedback Controller: Regulation of Linear Dynamical Systems to Minimizers of Unknown Functions L4DC 2022 Deep Counterfactual Estimation with Categorical Background Variables NeurIPS 2022 Deep Neyman-Scott Processes AISTATS 2022 Delay-Adaptive Step-sizes for Asynchronous Learning ICML 2022 Diffusion Models as Plug-and-Play Priors NeurIPS 2022 Dimension-free Complexity Bounds for High-order Nonconvex Finite-sum Optimization ICML 2022