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Stochastic Methods

2788 directly classified papers

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Papers

Improving sign-random-projection via count sketch UAI 2022
Efficient Budgeted Graph Search IJCAI 2022
Bayesian quantile and expectile optimisation UAI 2022
Stochastic Variance Reduction for Variational Inequality Methods COLT 2022
Randomized Stochastic Gradient Descent Ascent AISTATS 2022
Multi-Fidelity Best-Arm Identification NIPS 2022
A norm optimisation approach to SDGs: tackling poverty by acting on discrimination IJCAI 2022
A Unified Convergence Theorem for Stochastic Optimization Methods NIPS 2022
Interaction and Expressivity in Collective Decision-Making IJCAI 2022
Joint Optimization of Sampling Rate Offsets Based on Entire Signal Relationship Among Distributed Microphones INTERSPEECH 2022
The First Optimal Algorithm for Smooth and Strongly-Convex-Strongly-Concave Minimax Optimization NIPS 2022
Rapid Convergence of Informed Importance Tempering AISTATS 2022
Multi-block-Single-probe Variance Reduced Estimator for Coupled Compositional Optimization NIPS 2022
Chefs' Random Tables: Non-Trigonometric Random Features NIPS 2022
Statistical, Robustness, and Computational Guarantees for Sliced Wasserstein Distances NIPS 2022
Convergence of online k-means AISTATS 2022
Generalization Bounds with Minimal Dependency on Hypothesis Class via Distributionally Robust Optimization NIPS 2022
Nearly-Tight Bounds for Testing Histogram Distributions NIPS 2022
Lifted Primal-Dual Method for Bilinearly Coupled Smooth Minimax Optimization AISTATS 2022
A Last Switch Dependent Analysis of Satiation and Seasonality in Bandits AISTATS 2022
Uncertainty Quantification for Low-Rank Matrix Completion with Heterogeneous and Sub-Exponential Noise AISTATS 2022
Explaining Soft-Goal Conflicts through Constraint Relaxations IJCAI 2022
Rapidly Mixing Multiple-try Metropolis Algorithms for Model Selection Problems NIPS 2022
Estimation of Entropy in Constant Space with Improved Sample Complexity NIPS 2022
Bring Your Own Algorithm for Optimal Differentially Private Stochastic Minimax Optimization NIPS 2022