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Online Learning

1,084 papers

Papers per year

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Papers

Stochastic Gradient Succeeds for Bandits ICML 2023
An Information-Theoretic Analysis of Nonstationary Bandit Learning ICML 2023
A Framework for Adapting Offline Algorithms to Solve Combinatorial Multi-Armed Bandit Problems with Bandit Feedback ICML 2023
Rethinking Warm-Starts with Predictions: Learning Predictions Close to Sets of Optimal Solutions for Faster $\text{L}$-/$\text{L}^\natural$-Convex Function Minimization ICML 2023
Improved Regret for Efficient Online Reinforcement Learning with Linear Function Approximation ICML 2023
A Near-Optimal Algorithm for Safe Reinforcement Learning Under Instantaneous Hard Constraints ICML 2023
Trading-Off Payments and Accuracy in Online Classification with Paid Stochastic Experts ICML 2023
Fully-Adaptive Composition in Differential Privacy ICML 2023
Learning Functional Distributions with Private Labels ICML 2023
Revisiting Simple Regret: Fast Rates for Returning a Good Arm ICML 2023
Fast Online Node Labeling for Very Large Graphs ICML 2023
Adaptation to the Range in K-Armed Bandits JMLR 2023
Graph-Aided Online Multi-Kernel Learning JMLR 2023
Online Change-Point Detection in High-Dimensional Covariance Structure with Application to Dynamic Networks JMLR 2023
Recursive Quantile Estimation: Non-Asymptotic Confidence Bounds JMLR 2023
HiGrad: Uncertainty Quantification for Online Learning and Stochastic Approximation JMLR 2023
Dimension Reduction in Contextual Online Learning via Nonparametric Variable Selection JMLR 2023
Non-stationary Online Learning with Memory and Non-stochastic Control JMLR 2023
Learning to Rank under Multinomial Logit Choice JMLR 2023
Oracle-Efficient Online Learning for Smoothed Adversaries NIPS 2022
Online Learning and Pricing for Network Revenue Management with Reusable Resources NIPS 2022
Smoothed Online Convex Optimization Based on Discounted-Normal-Predictor NIPS 2022
(Optimal) Online Bipartite Matching with Degree Information NIPS 2022
Online Allocation and Learning in the Presence of Strategic Agents NIPS 2022
Minimax Optimal Online Imitation Learning via Replay Estimation NIPS 2022