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Stochastic Methods

2788 directly classified papers

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Papers

Tighter Lower Bounds for Shuffling SGD: Random Permutations and Beyond ICML 2023
Efficient displacement convex optimization with particle gradient descent ICML 2023
Shockwave: Fair and Efficient Cluster Scheduling for Dynamic Adaptation in Machine Learning NSDI 2023
Recursive Quantile Estimation: Non-Asymptotic Confidence Bounds JMLR 2023
Engineering an Efficient Approximate DNF-Counter IJCAI 2023
Predictive safety filter using system level synthesis L4DC 2023
Subset-Based Instance Optimality in Private Estimation ICML 2023
Asynchronous Iterations in Optimization: New Sequence Results and Sharper Algorithmic Guarantees JMLR 2023
Accelerated Cyclic Coordinate Dual Averaging with Extrapolation for Composite Convex Optimization ICML 2023
NuWLS: Improving Local Search for (Weighted) Partial MaxSAT by New Weighting Techniques AAAI 2023
Differentially Private Partial Set Cover with Applications to Facility Location IJCAI 2023
Runtime Analyses of Multi-Objective Evolutionary Algorithms in the Presence of Noise IJCAI 2023
Robust and private stochastic linear bandits ICML 2023
Structural Hawkes Processes for Learning Causal Structure from Discrete-Time Event Sequences IJCAI 2023
Quantitative Reasoning and Structural Complexity for Claim-Centric Argumentation IJCAI 2023
Max Markov Chain IJCAI 2023
Optimal Stochastic Non-smooth Non-convex Optimization through Online-to-Non-convex Conversion ICML 2023
Nearly Optimal Competitive Ratio for Online Allocation Problems with Two-sided Resource Constraints and Finite Requests ICML 2023
Optimistic Online Mirror Descent for Bridging Stochastic and Adversarial Online Convex Optimization ICML 2023
Two-Scale Gradient Descent Ascent Dynamics Finds Mixed Nash Equilibria of Continuous Games: A Mean-Field Perspective ICML 2023
Rectified Pessimistic-Optimistic Learning for Stochastic Continuum-armed Bandit with Constraints L4DC 2023
Separate but Equal: Equality in Belief Propagation for Single Cycle Graphs AAAI 2023
Short-lived High-volume Bandits ICML 2023
Wasserstein Distributionally Robust Linear-Quadratic Estimation under Martingale Constraints AISTATS 2023
Average Adjusted Association: Efficient Estimation with High Dimensional Confounders AISTATS 2023