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Stochastic Methods

2788 directly classified papers

Papers per year

Papers

Separate but Equal: Equality in Belief Propagation for Single Cycle Graphs AAAI 2023
Unconstrained Online Learning with Unbounded Losses ICML 2023
Probabilistic Generalization of Backdoor Trees with Application to SAT AAAI 2023
Speeding Up Bellman Ford via Minimum Violation Permutations ICML 2023
Cyclic Block Coordinate Descent With Variance Reduction for Composite Nonconvex Optimization ICML 2023
Farsighted Probabilistic Sampling: A General Strategy for Boosting Local Search MaxSAT Solvers AAAI 2023
On Error and Compression Rates for Prototype Rules AAAI 2023
DoG is SGD’s Best Friend: A Parameter-Free Dynamic Step Size Schedule ICML 2023
Robust and private stochastic linear bandits ICML 2023
Optimistic Online Mirror Descent for Bridging Stochastic and Adversarial Online Convex Optimization ICML 2023
Wasserstein Distributionally Robust Linear-Quadratic Estimation under Martingale Constraints AISTATS 2023
Revisiting Simple Regret: Fast Rates for Returning a Good Arm ICML 2023
Faster Gradient-Free Algorithms for Nonsmooth Nonconvex Stochastic Optimization ICML 2023
Average Adjusted Association: Efficient Estimation with High Dimensional Confounders AISTATS 2023
Split, count, and share: a differentially private set intersection cardinality estimation protocol UAI 2023
Heavy-tailed linear bandit with Huber regression UAI 2023
Double Doubly Robust Thompson Sampling for Generalized Linear Contextual Bandits AAAI 2023
Complex-to-Real Sketches for Tensor Products with Applications to the Polynomial Kernel AISTATS 2023
High Probability Bounds for Stochastic Continuous Submodular Maximization AISTATS 2023
A Bayesian approach for bandit online optimization with switching cost UAI 2023
A Fast Algorithm for Computing Prefix Probabilities ACL 2023
Two Losses Are Better Than One: Faster Optimization Using a Cheaper Proxy ICML 2023
Stochastic Gradient Descent-Ascent: Unified Theory and New Efficient Methods AISTATS 2023
The Price of Differential Privacy under Continual Observation ICML 2023
Understanding the impact of host networking elements on traffic bursts NSDI 2023