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Stochastic Methods

2788 directly classified papers

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Papers

Is Sortition Both Representative and Fair? NIPS 2022
Combinatorial Bandits with Linear Constraints: Beyond Knapsacks and Fairness NIPS 2022
Maximizing and Satisficing in Multi-armed Bandits with Graph Information NIPS 2022
BR-SNIS: Bias Reduced Self-Normalized Importance Sampling NIPS 2022
On the Sample Complexity of Stabilizing LTI Systems on a Single Trajectory NIPS 2022
Rate-Distortion Theoretic Bounds on Generalization Error for Distributed Learning NIPS 2022
Optimal Gradient Sliding and its Application to Optimal Distributed Optimization Under Similarity NIPS 2022
Fast Stochastic Composite Minimization and an Accelerated Frank-Wolfe Algorithm under Parallelization NIPS 2022
Learning Bipartite Graphs: Heavy Tails and Multiple Components NIPS 2022
Order-Invariant Cardinality Estimators Are Differentially Private NIPS 2022
Fast Algorithms for Packing Proportional Fairness and its Dual NIPS 2022
Perfect Sampling from Pairwise Comparisons NIPS 2022
Stochastic Halpern Iteration with Variance Reduction for Stochastic Monotone Inclusions NIPS 2022
Thinking Outside the Ball: Optimal Learning with Gradient Descent for Generalized Linear Stochastic Convex Optimization NIPS 2022
Mirror Descent with Relative Smoothness in Measure Spaces, with application to Sinkhorn and EM NIPS 2022
Optimal Scaling for Locally Balanced Proposals in Discrete Spaces NIPS 2022
Accelerating SGD for Highly Ill-Conditioned Huge-Scale Online Matrix Completion NIPS 2022
Unbiased and Efficient Sampling of Dependency Trees EMNLP 2022
Zeroth-Order Hard-Thresholding: Gradient Error vs. Expansivity NIPS 2022
Multi-fidelity Monte Carlo: a pseudo-marginal approach NIPS 2022
FedCor: Correlation-Based Active Client Selection Strategy for Heterogeneous Federated Learning CVPR 2022
Score-Based Diffusion meets Annealed Importance Sampling NIPS 2022
Constrained Langevin Algorithms with L-mixing External Random Variables NIPS 2022
Non-Probability Sampling Network for Stochastic Human Trajectory Prediction CVPR 2022
Super-Fibonacci Spirals: Fast, Low-Discrepancy Sampling of SO(3) CVPR 2022