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Stochastic Methods

2,788 papers

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Papers

Leverage Score Sampling for Tensor Product Matrices in Input Sparsity Time ICML 2022
Delay-Adaptive Step-sizes for Asynchronous Learning ICML 2022
Accurate Quantization of Measures via Interacting Particle-based Optimization ICML 2022
Langevin Monte Carlo for Contextual Bandits ICML 2022
Stochastic Continuous Submodular Maximization: Boosting via Non-oblivious Function ICML 2022
A Stochastic Multi-Rate Control Framework For Modeling Distributed Optimization Algorithms ICML 2022
Beyond Worst-Case Analysis in Stochastic Approximation: Moment Estimation Improves Instance Complexity ICML 2022
Dimension-free Complexity Bounds for High-order Nonconvex Finite-sum Optimization ICML 2022
Anytime Capacity Expansion in Medical Residency Match by Monte Carlo Tree Search IJCAI 2022
Insight into Voting Problem Complexity Using Randomized Classes IJCAI 2022
Combining Constraint Solving and Bayesian Techniques for System Optimization IJCAI 2022
BandMaxSAT: A Local Search MaxSAT Solver with Multi-armed Bandit IJCAI 2022
Multi-Tier Platform for Cognizing Massive Electroencephalogram IJCAI 2022
Abstract Argumentation Frameworks with Marginal Probabilities IJCAI 2022
Local Differential Privacy Meets Computational Social Choice - Resilience under Voter Deletion IJCAI 2022
Private Stochastic Convex Optimization and Sparse Learning with Heavy-tailed Data Revisited IJCAI 2022
Online Bin Packing with Predictions IJCAI 2022
Explaining Soft-Goal Conflicts through Constraint Relaxations IJCAI 2022
Efficient Budgeted Graph Search IJCAI 2022
Runtime Analysis of Single- and Multi-Objective Evolutionary Algorithms for Chance Constrained Optimization Problems with Normally Distributed Random Variables IJCAI 2022
A norm optimisation approach to SDGs: tackling poverty by acting on discrimination IJCAI 2022
A Survey of Risk-Aware Multi-Armed Bandits IJCAI 2022
Interaction and Expressivity in Collective Decision-Making IJCAI 2022
Counting, Sampling, and Synthesis: The Quest for Scalability IJCAI 2022
Joint Optimization of Sampling Rate Offsets Based on Entire Signal Relationship Among Distributed Microphones INTERSPEECH 2022