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Stochastic Methods

2788 directly classified papers

Papers per year

Papers

Adaptive Risk Sensitive Model Predictive Control with Stochastic Search L4DC 2021
Reward Biased Maximum Likelihood Estimation for Reinforcement Learning L4DC 2021
Fast and Light Bandwidth Testing for Internet Users NSDI 2021
Sum-product laws and efficient algorithms for imprecise Markov chains UAI 2021
Nearest neighbor search under uncertainty UAI 2021
Efficient online inference for nonparametric mixture models UAI 2021
No-regret approximate inference via Bayesian optimisation UAI 2021
Geometric rates of convergence for kernel-based sampling algorithms UAI 2021
When is particle filtering efficient for planning in partially observed linear dynamical systems? UAI 2021
Sampling in Combinatorial Spaces with SurVAE Flow Augmented MCMC AISTATS 2021
Accelerating Stratified Sampling SGD by Reconstructing Strata IJCAI 2020
An Optimal Algorithm for Adversarial Bandits with Arbitrary Delays AISTATS 2020
On the interplay between noise and curvature and its effect on optimization and generalization AISTATS 2020
A Farewell to Arms: Sequential Reward Maximization on a Budget with a Giving Up Option AISTATS 2020
PACEMAKER: Avoiding HeART attacks in storage clusters with disk-adaptive redundancy OSDI 2020
Practical Nonisotropic Monte Carlo Sampling in High Dimensions via Determinantal Point Processes AISTATS 2020
Comb Decoding towards Collision-Free WiFi NSDI 2020
Differentially Private Small Dataset Release Using Random Projections UAI 2020
Zeroth Order Non-convex optimization with Dueling-Choice Bandits UAI 2020
Active Learning of Conditional Mean Embeddings via Bayesian Optimisation UAI 2020
Variance Reduction for Evolution Strategies via Structured Control Variates AISTATS 2020
Sublinear Optimal Policy Value Estimation in Contextual Bandits AISTATS 2020
Stochastic Recursive Variance-Reduced Cubic Regularization Methods AISTATS 2020
Adaptive multi-fidelity optimization with fast learning rates AISTATS 2020
Fighting Wildfires under Uncertainty - A Sequential Resource Allocation Approach IJCAI 2020