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dynamic regret

94 papers

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Co-occurring keywords

online learning (1777) online convex optimization (165) regret bound (1926) non-stationary environment (61) online algorithm (445) convex optimization (1321) adaptive regret (19) multi-armed bandit (1098) online gradient descent (39) policy optimization (657)

Papers

Optimistic Online Mirror Descent for Bridging Stochastic and Adversarial Online Convex Optimization ICML 2023
Unconstrained Online Learning with Unbounded Losses ICML 2023
Improved Dynamic Regret for Online Frank-Wolfe COLT 2023
Adapting to Continuous Covariate Shift via Online Density Ratio Estimation NIPS 2023
Non-stationary Reinforcement Learning under General Function Approximation ICML 2023
When Can We Track Significant Preference Shifts in Dueling Bandits? NIPS 2023
Dynamic Regret of Adversarial Linear Mixture MDPs NIPS 2023
Tempo Adaptation in Non-stationary Reinforcement Learning NIPS 2023
Second Order Path Variationals in Non-Stationary Online Learning AISTATS 2023
ANACONDA: An Improved Dynamic Regret Algorithm for Adaptive Non-Stationary Dueling Bandits AISTATS 2023
An Optimization-based Algorithm for Non-stationary Kernel Bandits without Prior Knowledge AISTATS 2023
Adapting to Online Label Shift with Provable Guarantees NIPS 2022
Near-Optimal Goal-Oriented Reinforcement Learning in Non-Stationary Environments NIPS 2022
Optimal Dynamic Regret in Proper Online Learning with Strongly Convex Losses and Beyond AISTATS 2022
Optimal and Efficient Dynamic Regret Algorithms for Non-Stationary Dueling Bandits ICML 2022
No-Regret Learning in Time-Varying Zero-Sum Games ICML 2022
Efficient Methods for Non-stationary Online Learning NIPS 2022
Parameter-free Mirror Descent COLT 2022
Smoothed Online Convex Optimization Based on Discounted-Normal-Predictor NIPS 2022
Non-stationary Online Learning with Memory and Non-stochastic Control AISTATS 2022
Dynamic Regret of Online Markov Decision Processes ICML 2022
Bounded-Regret MPC via Perturbation Analysis: Prediction Error, Constraints, and Nonlinearity NIPS 2022
Optimal Dynamic Regret in LQR Control NIPS 2022
Online Continual Adaptation with Active Self-Training AISTATS 2022
Improving Dynamic Regret in Distributed Online Mirror Descent Using Primal and Dual Information L4DC 2022