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Stochastic Methods

2,788 papers

Papers per year

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Papers

Heuristic Search for Multi-Objective Probabilistic Planning AAAI 2023
Networked Restless Bandits with Positive Externalities AAAI 2023
Fully Online Matching with Stochastic Arrivals and Departures AAAI 2023
Scalable Decision-Focused Learning in Restless Multi-Armed Bandits with Application to Maternal and Child Health AAAI 2023
Entropy Regularization for Population Estimation AAAI 2023
A Faster Practical Approximation Scheme for the Permanent AAAI 2023
Runtime Analysis for the NSGA-II: Provable Speed-Ups from Crossover AAAI 2023
City-Scale Pollution Aware Traffic Routing by Sampling Max Flows Using MCMC AAAI 2023
Learning and Planning under Uncertainty for Conservation Decisions AAAI 2023
Dagster: Parallel Structured Search AAAI 2023
One Cannot Stand for Everyone! Leveraging Multiple User Simulators to train Task-oriented Dialogue Systems ACL 2023
On the Efficacy of Sampling Adapters ACL 2023
A Fast Algorithm for Computing Prefix Probabilities ACL 2023
When Gradient Descent Meets Derivative-Free Optimization: A Match Made in Black-Box Scenario ACL 2023
Improved Generalization Bound and Learning of Sparsity Patterns for Data-Driven Low-Rank Approximation AISTATS 2023
Acceleration of Frank-Wolfe Algorithms with Open-Loop Step-Sizes AISTATS 2023
Stochastic Gradient Descent-Ascent: Unified Theory and New Efficient Methods AISTATS 2023
A principled framework for the design and analysis of token algorithms AISTATS 2023
Compress Then Test: Powerful Kernel Testing in Near-linear Time AISTATS 2023
Vector Optimization with Stochastic Bandit Feedback AISTATS 2023
Robust Linear Regression for General Feature Distribution AISTATS 2023
Online Learning for Traffic Routing under Unknown Preferences AISTATS 2023
No-Regret Learning in Two-Echelon Supply Chain with Unknown Demand Distribution AISTATS 2023
Online Learning for Non-monotone DR-Submodular Maximization: From Full Information to Bandit Feedback AISTATS 2023
Piecewise Stationary Bandits under Risk Criteria AISTATS 2023