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Stochastic Methods

2,788 papers

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Papers

Asynchronous Stochastic Optimization Robust to Arbitrary Delays NIPS 2021
High Probability Complexity Bounds for Line Search Based on Stochastic Oracles NIPS 2021
Dynamics of Stochastic Momentum Methods on Large-scale, Quadratic Models NIPS 2021
Differentiable Quality Diversity NIPS 2021
An Online Method for A Class of Distributionally Robust Optimization with Non-convex Objectives NIPS 2021
Distributed Zero-Order Optimization under Adversarial Noise NIPS 2021
Escaping Saddle Points with Compressed SGD NIPS 2021
Revenue maximization via machine learning with noisy data NIPS 2021
Stochastic Bias-Reduced Gradient Methods NIPS 2021
Implicit Finite-Horizon Approximation and Efficient Optimal Algorithms for Stochastic Shortest Path NIPS 2021
Linear-Time Probabilistic Solution of Boundary Value Problems NIPS 2021
Stochastic optimization under time drift: iterate averaging, step-decay schedules, and high probability guarantees NIPS 2021
Fast Approximation of the Sliced-Wasserstein Distance Using Concentration of Random Projections NIPS 2021
Learning with User-Level Privacy NIPS 2021
Constrained Two-step Look-Ahead Bayesian Optimization NIPS 2021
Stochastic $L^\natural$-convex Function Minimization NIPS 2021
Sifting through the noise: Universal first-order methods for stochastic variational inequalities NIPS 2021
Convergence of adaptive algorithms for constrained weakly convex optimization NIPS 2021
Leveraging Spatial and Temporal Correlations in Sparsified Mean Estimation NIPS 2021
Random Shuffling Beats SGD Only After Many Epochs on Ill-Conditioned Problems NIPS 2021
Breaking the Moments Condition Barrier: No-Regret Algorithm for Bandits with Super Heavy-Tailed Payoffs NIPS 2021
Determinantal point processes based on orthogonal polynomials for sampling minibatches in SGD NIPS 2021
Higher Order Kernel Mean Embeddings to Capture Filtrations of Stochastic Processes NIPS 2021
Learning-Augmented Dynamic Power Management with Multiple States via New Ski Rental Bounds NIPS 2021
NEO: Non Equilibrium Sampling on the Orbits of a Deterministic Transform NIPS 2021