Stochastic Methods

Order-Dependent Event Models for Agent Interactions IJCAI 2020 PACEMAKER: Avoiding HeART attacks in storage clusters with disk-adaptive redundancy OSDI 2020 Planning with General Objective Functions: Going Beyond Total Rewards NeurIPS 2020 Point process models for sequence detection in high-dimensional neural spike trains NeurIPS 2020 Practical Locally Private Heavy Hitters JMLR 2020 Practical Nonisotropic Monte Carlo Sampling in High Dimensions via Determinantal Point Processes AISTATS 2020 Precise expressions for random projections: Low-rank approximation and randomized Newton NeurIPS 2020 Predicting Training Time Without Training NeurIPS 2020 Primal Dual Interpretation of the Proximal Stochastic Gradient Langevin Algorithm NeurIPS 2020 Private Counting from Anonymous Messages: Near-Optimal Accuracy with Vanishing Communication Overhead ICML 2020 Probabilistic Inference for Predicate Constraint Satisfaction AAAI 2020 Probabilistic Linear Solvers for Machine Learning NeurIPS 2020 Probabilistic Swarm Guidance Subject to Graph Temporal Logic Specifications RSS 2020 Processing effort is a poor predictor of cross-linguistic word order frequency CoNLL 2020 Projected Stein Variational Gradient Descent NeurIPS 2020 Projection Efficient Subgradient Method and Optimal Nonsmooth Frank-Wolfe Method NeurIPS 2020 Projection & Probability-Driven Black-Box Attack CVPR 2020 ProxSARAH: An Efficient Algorithmic Framework for Stochastic Composite Nonconvex Optimization JMLR 2020 Quadruply Stochastic Gradient Method for Large Scale Nonlinear Semi-Supervised Ordinal Regression AUC Optimization AAAI 2020 Random extrapolation for primal-dual coordinate descent ICML 2020 Randomized Block-Diagonal Preconditioning for Parallel Learning ICML 2020 Random Reshuffling is Not Always Better NeurIPS 2020 Random Reshuffling: Simple Analysis with Vast Improvements NeurIPS 2020 RATQ: A Universal Fixed-Length Quantizer for Stochastic Optimization AISTATS 2020 Recht-Re Noncommutative Arithmetic-Geometric Mean Conjecture is False ICML 2020