dynamic regret

Dynamic Regret in Outlier-Oblivious Online Optimization using Nonconvex Robust Losses UAI 2026 Fed-ADE: Adaptive Learning Rate for Federated Post-adaptation under Distribution Shift CVPR 2026 Gradient-Variation Regret Bounds for Unconstrained Online Learning COLT 2026 Online Tracking with Predictions for Nonlinear Systems with Koopman Linear Embedding L4DC 2026 Universal Dynamic Regret and Constraint Violation Bounds for Constrained Online Convex Optimization ALT 2026 Black-Box Reductions for Decentralized Online Convex Optimization in Changing Environments COLT 2025 Doubly-Bounded Queue for Constrained Online Learning: Keeping Pace with Dynamics of Both Loss and Constraint AAAI 2025 Efficient Methods for Non-stationary Online Learning JMLR 2025 Label Shift Meets Online Learning: Ensuring Consistent Adaptation with Universal Dynamic Regret CVPR 2025 Non-stationary Online Learning for Curved Losses: Improved Dynamic Regret via Mixability ICML 2025 On the Dynamic Regret of Following the Regularized Leader: Optimism with History Pruning ICML 2025 Smoothed Online Convex Optimization with Delayed Feedback IJCAI 2025 Tracking The Best Expert Privately ICML 2025 Adaptivity and Non-stationarity: Problem-dependent Dynamic Regret for Online Convex Optimization JMLR 2024 An Equivalence Between Static and Dynamic Regret Minimization NeurIPS 2024 Dynamic Regret of Adversarial MDPs with Unknown Transition and Linear Function Approximation AAAI 2024 Efficient Non-stationary Online Learning by Wavelets with Applications to Online Distribution Shift Adaptation ICML 2024 Near-Optimal Dynamic Regret for Adversarial Linear Mixture MDPs NeurIPS 2024 Non-stationary Online Convex Optimization with Arbitrary Delays ICML 2024 Non-stationary Projection-Free Online Learning with Dynamic and Adaptive Regret Guarantees AAAI 2024 Online Convex Optimisation: The Optimal Switching Regret for all Segmentations Simultaneously NeurIPS 2024 Online Learning of Partitions in Additively Separable Hedonic Games IJCAI 2024 Online Linear Regression in Dynamic Environments via Discounting ICML 2024 Online Non-convex Learning in Dynamic Environments NeurIPS 2024 Optimistic Online Mirror Descent for Bridging Stochastic and Adversarial Online Convex Optimization JMLR 2024