Online Algorithms

Nonstochastic Bandits with Composite Anonymous Feedback JMLR 2022 On Efficient Online Imitation Learning via Classification NeurIPS 2022 One Gradient Frank-Wolfe for Decentralized Online Convex and Submodular Optimization ACML 2022 On Elimination Strategies for Bandit Fixed-Confidence Identification NeurIPS 2022 One-Pass Algorithms for MAP Inference of Nonsymmetric Determinantal Point Processes ICML 2022 Online Facility Location with Predictions ICLR 2022 Online Influence Maximization with Node-Level Feedback Using Standard Offline Oracles AAAI 2022 Online Learning and Pricing for Network Revenue Management with Reusable Resources NeurIPS 2022 Online Learning and Pricing with Reusable Resources: Linear Bandits with Sub-Exponential Rewards ICML 2022 Online Mirror Descent and Dual Averaging: Keeping Pace in the Dynamic Case JMLR 2022 Open Problem: Finite-Time Instance Dependent Optimality for Stochastic Online Learning with Feedback Graphs COLT 2022 Open Problem: Optimal Best Arm Identification with Fixed-Budget COLT 2022 Optimal Dynamic Regret in Proper Online Learning with Strongly Convex Losses and Beyond AISTATS 2022 (Optimal) Online Bipartite Matching with Degree Information NeurIPS 2022 Parameter-free Mirror Descent COLT 2022 Parameter-free Regret in High Probability with Heavy Tails NeurIPS 2022 Precise Regret Bounds for Log-loss via a Truncated Bayesian Algorithm NeurIPS 2022 Projection-free Distributed Online Learning with Sublinear Communication Complexity JMLR 2022 Pushing the Efficiency-Regret Pareto Frontier for Online Learning of Portfolios and Quantum States COLT 2022 Regret Minimization with Performative Feedback ICML 2022 Return of the bias: Almost minimax optimal high probability bounds for adversarial linear bandits COLT 2022 Risk-Averse No-Regret Learning in Online Convex Games ICML 2022 Safe Exploration for Efficient Policy Evaluation and Comparison ICML 2022 Sample-Efficient Reinforcement Learning with loglog(T) Switching Cost ICML 2022 Saving Stochastic Bandits from Poisoning Attacks via Limited Data Verification AAAI 2022