Stochastic Methods

Guarantees of Stochastic Greedy Algorithms for Non-monotone Submodular Maximization with Cardinality Constraint AISTATS 2020 Hamiltonian Monte Carlo Swindles AISTATS 2020 High probability guarantees for stochastic convex optimization COLT 2020 Hitting the High Notes: Subset Selection for Maximizing Expected Order Statistics NeurIPS 2020 How Good is SGD with Random Shuffling? COLT 2020 Hybrid Stochastic-Deterministic Minibatch Proximal Gradient: Less-Than-Single-Pass Optimization with Nearly Optimal Generalization ICML 2020 Improved Optimistic Algorithms for Logistic Bandits ICML 2020 Improved Subsampled Randomized Hadamard Transform for Linear SVM AAAI 2020 Imputing typological values via phylogenetic inference EMNLP 2020 Incentivizing Evaluation with Peer Prediction and Limited Access to Ground Truth (Extended Abstract) IJCAI 2020 Incremental Sampling Without Replacement for Sequence Models ICML 2020 Independent Echo Path Modeling for Stereophonic Acoustic Echo Cancellation Interspeech 2020 Index Tracking with Cardinality Constraints: A Stochastic Neural Networks Approach AAAI 2020 Infinity Learning: Learning Markov Chains from Aggregate Steady-State Observations AAAI 2020 Integrals over Gaussians under Linear Domain Constraints AISTATS 2020 Is Big Data Performance Reproducible in Modern Cloud Networks? NSDI 2020 Iterative Channel Estimation for Discrete Denoising under Channel Uncertainty UAI 2020 Language Generation via Combinatorial Constraint Satisfaction: A Tree Search Enhanced Monte-Carlo Approach EMNLP 2020 Layered Sampling for Robust Optimization Problems ICML 2020 Learning and Solving Regular Decision Processes IJCAI 2020 Learning Augmented Energy Minimization via Speed Scaling NeurIPS 2020 Learning Continuous System Dynamics from Irregularly-Sampled Partial Observations NeurIPS 2020 Learning Discrete Energy-based Models via Auxiliary-variable Local Exploration NeurIPS 2020 Learning Optimal Temperature Region for Solving Mixed Integer Functional DCOPs IJCAI 2020 Learning Polynomials in Few Relevant Dimensions COLT 2020