Online Learning

Pre-Trained Multi-Goal Transformers with Prompt Optimization for Efficient Online Adaptation NeurIPS 2024 Pre-trained Online Contrastive Learning for Insurance Fraud Detection AAAI 2024 PRODuctive bandits: Importance Weighting No More NeurIPS 2024 Protected Test-Time Adaptation via Online Entropy Matching: A Betting Approach NeurIPS 2024 Pure Exploration in Asynchronous Federated Bandits UAI 2024 Putting Gale & Shapley to Work: Guaranteeing Stability Through Learning NeurIPS 2024 Queueing Matching Bandits with Preference Feedback NeurIPS 2024 RanDumb: Random Representations Outperform Online Continually Learned Representations NeurIPS 2024 Real-Time Selection Under General Constraints via Predictive Inference NeurIPS 2024 REDUCR: Robust Data Downsampling using Class Priority Reweighting NeurIPS 2024 Regret Analysis of Repeated Delegated Choice AAAI 2024 Restless bandits with rewards generated by a linear Gaussian dynamical system L4DC 2024 RL in Latent MDPs is Tractable: Online Guarantees via Off-Policy Evaluation NeurIPS 2024 Safe Linear Bandits over Unknown Polytopes COLT 2024 Sample Efficient Reinforcement Learning with Partial Dynamics Knowledge AAAI 2024 Sample-Optimal Locally Private Hypothesis Selection and the Provable Benefits of Interactivity COLT 2024 Sequential Probability Assignment with Contexts: Minimax Regret, Contextual Shtarkov Sums, and Contextual Normalized Maximum Likelihood NeurIPS 2024 Simple online learning with consistent oracle COLT 2024 Smoothed Online Classification can be Harder than Batch Classification NeurIPS 2024 Sparse Recovery With Multiple Data Streams: An Adaptive Sequential Testing Approach JMLR 2024 Sparsity-Agnostic Linear Bandits with Adaptive Adversaries NeurIPS 2024 Stabilizing Linear Passive-Aggressive Online Learning with Weighted Reservoir Sampling NeurIPS 2024 Stealthy Adversarial Attacks on Stochastic Multi-Armed Bandits AAAI 2024 Stochastic Constrained Contextual Bandits via Lyapunov Optimization Based Estimation to Decision Framework COLT 2024 Stochastic-Constrained Stochastic Optimization with Markovian Data JMLR 2024