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Stochastic Methods

2788 directly classified papers

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Papers

Differentially Private Stochastic Convex Optimization under a Quantile Loss Function ICML 2023
Scalable Decision-Focused Learning in Restless Multi-Armed Bandits with Application to Maternal and Child Health AAAI 2023
Bayesian Optimization-Based Combinatorial Assignment AAAI 2023
BANSAC: A Dynamic BAyesian Network for Adaptive SAmple Consensus ICCV 2023
On Error and Compression Rates for Prototype Rules AAAI 2023
Probabilistic Generalization of Backdoor Trees with Application to SAT AAAI 2023
Top-k data selection via distributed sample quantile inference L4DC 2023
Farsighted Probabilistic Sampling: A General Strategy for Boosting Local Search MaxSAT Solvers AAAI 2023
Double Doubly Robust Thompson Sampling for Generalized Linear Contextual Bandits AAAI 2023
NuWLS: Improving Local Search for (Weighted) Partial MaxSAT by New Weighting Techniques AAAI 2023
Predictive safety filter using system level synthesis L4DC 2023
Separate but Equal: Equality in Belief Propagation for Single Cycle Graphs AAAI 2023
FastAMI – a Monte Carlo Approach to the Adjustment for Chance in Clustering Comparison Metrics AAAI 2023
Robust and private stochastic linear bandits ICML 2023
Rectified Pessimistic-Optimistic Learning for Stochastic Continuum-armed Bandit with Constraints L4DC 2023
Almost Cost-Free Communication in Federated Best Arm Identification AAAI 2023
Finite-Trace Analysis of Stochastic Systems with Silent Transitions (Extended Abstract) IJCAI 2023
A Distribution Optimization Framework for Confidence Bounds of Risk Measures ICML 2023
Simplified Risk-aware Decision Making with Belief-dependent Rewards in Partially Observable Domains (Extended Abstract) IJCAI 2023
Stochastic Population Update Can Provably Be Helpful in Multi-Objective Evolutionary Algorithms IJCAI 2023
Limited Resource Allocation in a Non-Markovian World: The Case of Maternal and Child Healthcare IJCAI 2023
A Novel Demand Response Model and Method for Peak Reduction in Smart Grids -- PowerTAC IJCAI 2023
A Quantitative Game-theoretical Study on Externalities of Long-lasting Humanitarian Relief Operations in Conflict Areas IJCAI 2023
Revisiting Simple Regret: Fast Rates for Returning a Good Arm ICML 2023
Differentially Private Stochastic Convex Optimization in (Non)-Euclidean Space Revisited UAI 2023