Stochastic Methods

Analysis of stochastic Lanczos quadrature for spectrum approximation ICML 2021 A Near-Optimal Algorithm for Stochastic Bilevel Optimization via Double-Momentum NeurIPS 2021 An Even More Optimal Stochastic Optimization Algorithm: Minibatching and Interpolation Learning NeurIPS 2021 An Improved Analysis and Rates for Variance Reduction under Without-replacement Sampling Orders NeurIPS 2021 An Online Method for A Class of Distributionally Robust Optimization with Non-convex Objectives NeurIPS 2021 Anytime Heuristic and Monte Carlo Methods for Large-Scale Simultaneous Coalition Structure Generation and Assignment AAAI 2021 A Partitioned-Block Frequency-Domain Adaptive Kalman Filter for Stereophonic Acoustic Echo Cancellation Interspeech 2021 Approximate implication with d-separation UAI 2021 Approximating the Permanent with Deep Rejection Sampling NeurIPS 2021 Approximating the Shapley Value Using Stratified Empirical Bernstein Sampling IJCAI 2021 A Scalable Gradient Free Method for Bayesian Experimental Design with Implicit Models AISTATS 2021 A Sharp Leap from Quantified Boolean Formula to Stochastic Boolean Satisfiability Solving AAAI 2021 Asymptotically Exact and Fast Gaussian Copula Models for Imputation of Mixed Data Types ACML 2021 Asynchronous Decentralized Optimization With Implicit Stochastic Variance Reduction ICML 2021 Asynchronous Stochastic Optimization Robust to Arbitrary Delays NeurIPS 2021 Bandit Convex Optimization in Non-stationary Environments JMLR 2021 Bandit Phase Retrieval NeurIPS 2021 Bayesian Quadrature on Riemannian Data Manifolds ICML 2021 Bias-corrected peaks-over-threshold estimation of the CVaR UAI 2021 Bounded-cost Search Using Estimates of Uncertainty IJCAI 2021 Breaking the Moments Condition Barrier: No-Regret Algorithm for Bandits with Super Heavy-Tailed Payoffs NeurIPS 2021 Calibrated Adaptive Probabilistic ODE Solvers AISTATS 2021 Capturing Delayed Feedback in Conversion Rate Prediction via Elapsed-Time Sampling AAAI 2021 Cardinality-Regularized Hawkes-Granger Model NeurIPS 2021 Cascade Size Distributions: Why They Matter and How to Compute Them Efficiently AAAI 2021