Stochastic Methods

Zeroth Order Non-convex optimization with Dueling-Choice Bandits UAI 2020 X-Armed Bandits: Optimizing Quantiles, CVaR and Other Risks ACML 2019 A Bootstrap Method for Error Estimation in Randomized Matrix Multiplication JMLR 2019 Accelerated Incremental Gradient Descent using Momentum Acceleration with Scaling Factor IJCAI 2019 Accelerated Linear Convergence of Stochastic Momentum Methods in Wasserstein Distances ICML 2019 A Communication Efficient Stochastic Multi-Block Alternating Direction Method of Multipliers NeurIPS 2019 A Composite Randomized Incremental Gradient Method ICML 2019 Acoustic Model Optimization Based on Evolutionary Stochastic Gradient Descent with Anchors for Automatic Speech Recognition Interspeech 2019 Active Mini-Batch Sampling Using Repulsive Point Processes AAAI 2019 Adaptive Hard Thresholding for Near-optimal Consistent Robust Regression COLT 2019 Adaptive MCMC via Combining Local Samplers AISTATS 2019 Adaptive Monte Carlo Multiple Testing via Multi-Armed Bandits ICML 2019 Adaptive Scale-Invariant Online Algorithms for Learning Linear Models ICML 2019 A Fast Sampling Algorithm for Maximum Inner Product Search AISTATS 2019 A Generic Acceleration Framework for Stochastic Composite Optimization NeurIPS 2019 A Kernel Multiple Change-point Algorithm via Model Selection JMLR 2019 Almost surely constrained convex optimization ICML 2019 A minimax near-optimal algorithm for adaptive rejection sampling ALT 2019 An Accelerated Decentralized Stochastic Proximal Algorithm for Finite Sums NeurIPS 2019 Analysis of Langevin Monte Carlo via Convex Optimization JMLR 2019 Analysis of Thompson Sampling for Combinatorial Multi-armed Bandit with Probabilistically Triggered Arms AISTATS 2019 An Efficient Evolutionary Algorithm for Minimum Cost Submodular Cover IJCAI 2019 An Efficient Schmidt-EKF for 3D Visual-Inertial SLAM CVPR 2019 A New Algorithm for Non-stationary Contextual Bandits: Efficient, Optimal and Parameter-free COLT 2019 An Improved Generic Bet-and-Run Strategy with Performance Prediction for Stochastic Local Search AAAI 2019