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Stochastic Methods

2788 directly classified papers

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Papers

Stochastic Optimization for Non-convex Inf-Projection Problems ICML 2020
Scaling up Hybrid Probabilistic Inference with Logical and Arithmetic Constraints via Message Passing ICML 2020
A mean-field analysis of two-player zero-sum games NIPS 2020
Distributed Training with Heterogeneous Data: Bridging Median- and Mean-Based Algorithms NIPS 2020
Follow the Perturbed Leader: Optimism and Fast Parallel Algorithms for Smooth Minimax Games NIPS 2020
Robust and Heavy-Tailed Mean Estimation Made Simple, via Regret Minimization NIPS 2020
Escaping Saddle-Point Faster under Interpolation-like Conditions NIPS 2020
Efficient Nonmyopic Bayesian Optimization via One-Shot Multi-Step Trees NIPS 2020
Fictitious Play for Mean Field Games: Continuous Time Analysis and Applications NIPS 2020
Point process models for sequence detection in high-dimensional neural spike trains NIPS 2020
Planning with General Objective Functions: Going Beyond Total Rewards NIPS 2020
Efficient Distance Approximation for Structured High-Dimensional Distributions via Learning NIPS 2020
A Single Recipe for Online Submodular Maximization with Adversarial or Stochastic Constraints NIPS 2020
Finite-Time Analysis of Round-Robin Kullback-Leibler Upper Confidence Bounds for Optimal Adaptive Allocation with Multiple Plays and Markovian Rewards NIPS 2020
Distributionally Robust Parametric Maximum Likelihood Estimation NIPS 2020
The Devil is in the Detail: A Framework for Macroscopic Prediction via Microscopic Models NIPS 2020
Adaptive Experimental Design with Temporal Interference: A Maximum Likelihood Approach NIPS 2020
How Good is SGD with Random Shuffling? COLT 2020
Spatial Resolution of Early Reflection for Speech and White Noise INTERSPEECH 2020
One Comment from One Perspective: An Effective Strategy for Enhancing Automatic Music Comment COLING 2020
Error-Correcting and Verifiable Parallel Inference in Graphical Models AAAI 2020
Optimal $δ$-Correct Best-Arm Selection for Heavy-Tailed Distributions ALT 2020
An adaptive stochastic optimization algorithm for resource allocation ALT 2020
Sampling Without Compromising Accuracy in Adaptive Data Analysis ALT 2020
Probabilistic Linear Solvers for Machine Learning NIPS 2020