Co-occurring keywords · papers mentioning both
regret bound
(4)
randomized value function
(2)
randomized least-squares value iteration
(2)
multi-armed bandit
(2)
distributionally robust optimization
(2)
markov decision process
(2)
tabular markov decision process
(1)
data-driven decision-making
(1)
wasserstein ambiguity set
(1)
heterogeneity ball
(1)
Papers
Robust Decision-Focused Learning via Worst-Case Regret Minimization
UAI 2026
Concurrent Reinforcement Learning with Aggregated States via Randomized Least Squares Value Iteration
ICML 2025
Function-space regularized Rényi divergences
ICLR 2023
Beyond IID: data-driven decision-making in heterogeneous environments
NeurIPS 2022
Improved Worst-Case Regret Bounds for Randomized Least-Squares Value Iteration
AAAI 2021
Worst-Case Regret Bounds for Exploration via Randomized Value Functions
NeurIPS 2019
The Pareto Regret Frontier for Bandits
NeurIPS 2015
The Best of Both Worlds: Stochastic and Adversarial Bandits
COLT 2012