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Online Algorithms

2190 directly classified papers

Papers per year

Papers

Randomized Exploration for Reinforcement Learning with Multinomial Logistic Function Approximation NIPS 2024
On the Necessity of Collaboration for Online Model Selection with Decentralized Data NIPS 2024
Online Policy Optimization in Unknown Nonlinear Systems COLT 2024
On the Optimality of Dilated Entropy and Lower Bounds for Online Learning in Extensive-Form Games NIPS 2024
Global Rewards in Restless Multi-Armed Bandits NIPS 2024
Learning to Price Homogeneous Data NIPS 2024
Continuous Prediction with Experts' Advice JMLR 2024
Thompson Sampling For Combinatorial Bandits: Polynomial Regret and Mismatched Sampling Paradox NIPS 2024
A Nearly Optimal and Low-Switching Algorithm for Reinforcement Learning with General Function Approximation NIPS 2024
Adaptivity and Non-stationarity: Problem-dependent Dynamic Regret for Online Convex Optimization JMLR 2024
The Predicted-Updates Dynamic Model: Offline, Incremental, and Decremental to Fully Dynamic Transformations COLT 2024
Learning from Snapshots of Discrete and Continuous Data Streams NIPS 2024
Optimistic Search: Change Point Estimation for Large-scale Data via Adaptive Logarithmic Queries JMLR 2024
Adaptive Learning Rate for Follow-the-Regularized-Leader: Competitive Analysis and Best-of-Both-Worlds COLT 2024
Simple online learning with consistent oracle COLT 2024
Online Newton Method for Bandit Convex Optimisation Extended Abstract COLT 2024
Safe Linear Bandits over Unknown Polytopes COLT 2024
Follow-the-Perturbed-Leader with Fréchet-type Tail Distributions: Optimality in Adversarial Bandits and Best-of-Both-Worlds COLT 2024
Sparse Recovery With Multiple Data Streams: An Adaptive Sequential Testing Approach JMLR 2024
Strategic Recommendation: Revenue Optimal Matching for Online Platforms (Student Abstract) AAAI 2024
Welfare Maximization in Perpetual Voting (Student Abstract) AAAI 2024
Federated Contextual Cascading Bandits with Asynchronous Communication and Heterogeneous Users AAAI 2024
Using Adaptive Bandit Experiments to Increase and Investigate Engagement in Mental Health AAAI 2024
When will my ML Job finish? Toward providing Completion Time Estimates through Predictability-Centric Scheduling OSDI 2024
Online Stackelberg Optimization via Nonlinear Control COLT 2024