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Stochastic Methods

1077 directly classified papers

Papers per year

Papers

RATQ: A Universal Fixed-Length Quantizer for Stochastic Optimization AISTATS 2020
Linear Convergence of Adaptive Stochastic Gradient Descent AISTATS 2020
Stochastic Variance-Reduced Algorithms for PCA with Arbitrary Mini-Batch Sizes AISTATS 2020
Exploratory Grasping: Asymptotically Optimal Algorithms for Grasping Challenging Polyhedral Objects CORL 2020
Monte-Carlo Graph Search: the Value of Merging Similar States ACML 2020
Trading-Off Static and Dynamic Regret in Online Least-Squares and Beyond AAAI 2020
Learning to Crawl AAAI 2020
The Error-Feedback framework: SGD with Delayed Gradients JMLR 2020
A Tale of Two-Timescale Reinforcement Learning with the Tightest Finite-Time Bound AAAI 2020
Infinity Learning: Learning Markov Chains from Aggregate Steady-State Observations AAAI 2020
Delay-Adaptive Distributed Stochastic Optimization AAAI 2020
Robustness Analysis of Non-Convex Stochastic Gradient Descent using Biased Expectations NIPS 2020
Debiasing Averaged Stochastic Gradient Descent to handle missing values NIPS 2020
Sanity-Checking Pruning Methods: Random Tickets can Win the Jackpot NIPS 2020
SySCD: A System-Aware Parallel Coordinate Descent Algorithm NIPS 2019
Fast and Faster Convergence of SGD for Over-Parameterized Models and an Accelerated Perceptron AISTATS 2019
Asynchronous Stochastic Frank-Wolfe Algorithms for Non-Convex Optimization IJCAI 2019
Scalable Semi-Supervised SVM via Triply Stochastic Gradients IJCAI 2019
Randomized Iterative Algorithms for Fisher Discriminant Analysis UAI 2019
Fall of Empires: Breaking Byzantine-tolerant SGD by Inner Product Manipulation UAI 2019
Periodic Kernel Approximation by Index Set Fourier Series Features UAI 2019
Problem-dependent Regret Bounds for Online Learning with Feedback Graphs UAI 2019
On First-Order Bounds, Variance and Gap-Dependent Bounds for Adversarial Bandits UAI 2019
Generating and Sampling Orbits for Lifted Probabilistic Inference UAI 2019
Off-Policy Policy Gradient with Stationary Distribution Correction UAI 2019