Online Learning

A Tight Regret Analysis of Non-Parametric Repeated Contextual Brokerage AISTATS 2025 BayesCNS: A Unified Bayesian Approach to Address Cold Start and Non-Stationarity in Search Systems at Scale AAAI 2025 Calibrated Regression Against An Adversary Without Regret UAI 2025 CAP: A General Algorithm for Online Selective Conformal Prediction with FCR Control JMLR 2025 Capturing Online SRC/ORC Effort with Memory Measures from a Minimalist Parser NAACL 2025 Competitive Fair Scheduling with Predictions ICLR 2025 Contextual Bandits with Stage-wise Constraints JMLR 2025 Decentralized and Uncoordinated Learning of Stable Matchings: A Game-Theoretic Approach AAAI 2025 Distribution-Aware Online Learning for Urban Spatiotemporal Forecasting on Streaming Data IJCAI 2025 Do LLM Agents Have Regret? A Case Study in Online Learning and Games ICLR 2025 Dynamic Assortment Selection and Pricing with Censored Preference Feedback ICLR 2025 Efficient Algorithms for Logistic Contextual Slate Bandits with Bandit Feedback UAI 2025 Efficient Graph Bandit Learning with Side-Observations and Switching Constraints AAAI 2025 Efficiently Identifying Watermarked Segments in Mixed-Source Texts ACL 2025 Event-Driven Online Vertical Federated Learning ICLR 2025 Feature-Based Online Bilateral Trade ICLR 2025 FLIPHAT: Joint Differential Privacy for High Dimensional Linear Bandits AISTATS 2025 Generalization Bounds for Dependent Data using Online-to-Batch Conversion. AISTATS 2025 Generalized Principal-Agent Problem with a Learning Agent ICLR 2025 High-probability Convergence Bounds for Online Nonlinear Stochastic Gradient Descent under Heavy-tailed Noise AISTATS 2025 Identifying Predictions That Influence the Future: Detecting Performative Concept Drift in Data Streams AAAI 2025 Improved Bounds for Online Facility Location with Predictions AAAI 2025 InstaTrain: Adaptive Training via Ultra-Fast Natural Annealing within Dynamical Systems ICLR 2025 Iterated Belief Change as Learning IJCAI 2025 Keeping up with dynamic attackers: Certifying robustness to adaptive online data poisoning AISTATS 2025