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Stochastic Methods

2788 directly classified papers

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Papers

Improved Frequency Estimation Algorithms with and without Predictions NIPS 2023
Constrained Optimization via Exact Augmented Lagrangian and Randomized Iterative Sketching ICML 2023
A One-Size-Fits-All Approach to Improving Randomness in Paper Assignment NIPS 2023
Private Federated Frequency Estimation: Adapting to the Hardness of the Instance NIPS 2023
Sampling-based Nyström Approximation and Kernel Quadrature ICML 2023
Sample Complexity for Quadratic Bandits: Hessian Dependent Bounds and Optimal Algorithms NIPS 2023
Stochastic Generative Flow Networks UAI 2023
Recursive Quantile Estimation: Non-Asymptotic Confidence Bounds JMLR 2023
Unbiased Compression Saves Communication in Distributed Optimization: When and How Much? NIPS 2023
DADAO: Decoupled Accelerated Decentralized Asynchronous Optimization ICML 2023
Bayesian Optimization-Based Combinatorial Assignment AAAI 2023
Resilient Multiple Choice Learning: A learned scoring scheme with application to audio scene analysis NIPS 2023
Efficient displacement convex optimization with particle gradient descent ICML 2023
Distributed Algorithms for U-statistics-based Empirical Risk Minimization JMLR 2023
Subset-Based Instance Optimality in Private Estimation ICML 2023
Tighter Lower Bounds for Shuffling SGD: Random Permutations and Beyond ICML 2023
Quantum Speedups for Zero-Sum Games via Improved Dynamic Gibbs Sampling ICML 2023
Plateau-Reduced Differentiable Path Tracing CVPR 2023
Robust and private stochastic linear bandits ICML 2023
Cyclic Block Coordinate Descent With Variance Reduction for Composite Nonconvex Optimization ICML 2023
Data Structures for Density Estimation ICML 2023
Sharper Analysis for Minibatch Stochastic Proximal Point Methods: Stability, Smoothness, and Deviation JMLR 2023
Shockwave: Fair and Efficient Cluster Scheduling for Dynamic Adaptation in Machine Learning NSDI 2023
SGD with AdaGrad Stepsizes: Full Adaptivity with High Probability to Unknown Parameters, Unbounded Gradients and Affine Variance ICML 2023
A Fast Algorithm for Computing Prefix Probabilities ACL 2023