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Stochastic Methods

2788 directly classified papers

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Papers

Subset-Based Instance Optimality in Private Estimation ICML 2023
A Bayesian approach for bandit online optimization with switching cost UAI 2023
Average Adjusted Association: Efficient Estimation with High Dimensional Confounders AISTATS 2023
Meta-learning Control Variates: Variance Reduction with Limited Data UAI 2023
Robust Quickest Change Detection for Unnormalized Models UAI 2023
Tricking the Hashing Trick: A Tight Lower Bound on the Robustness of CountSketch to Adaptive Inputs AAAI 2023
Complex-to-Real Sketches for Tensor Products with Applications to the Polynomial Kernel AISTATS 2023
High Probability Bounds for Stochastic Continuous Submodular Maximization AISTATS 2023
Heavy-tailed linear bandit with Huber regression UAI 2023
Split, count, and share: a differentially private set intersection cardinality estimation protocol UAI 2023
Learning and Planning under Uncertainty for Conservation Decisions AAAI 2023
Stochastic Gradient Descent-Ascent: Unified Theory and New Efficient Methods AISTATS 2023
Dagster: Parallel Structured Search AAAI 2023
Quantum Speedups for Zero-Sum Games via Improved Dynamic Gibbs Sampling ICML 2023
Local Message Passing on Frustrated Systems UAI 2023
Scalable Decision-Focused Learning in Restless Multi-Armed Bandits with Application to Maternal and Child Health AAAI 2023
Plateau-Reduced Differentiable Path Tracing CVPR 2023
Entropy Regularization for Population Estimation AAAI 2023
Risk-limiting financial audits via weighted sampling without replacement UAI 2023
Action Matching: Learning Stochastic Dynamics from Samples ICML 2023
Regularized online DR-submodular optimization UAI 2023
A Faster Practical Approximation Scheme for the Permanent AAAI 2023
Networked Restless Bandits with Positive Externalities AAAI 2023
SGD with AdaGrad Stepsizes: Full Adaptivity with High Probability to Unknown Parameters, Unbounded Gradients and Affine Variance ICML 2023
Optimistic Whittle Index Policy: Online Learning for Restless Bandits AAAI 2023