conftrace_

cumulative reward

9 papers

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Co-occurring keywords

reinforcement learning (4352) multi-armed bandit (1098) exploration strategy (96) state-of-the-art cumulative-reward meta-rl (1) concentration bound (28) competitive ratio (74) recommender system (534) contraction mapping (8) permutation invariance (65) combinatorial action space (4)

Papers

Concentration of Cumulative Reward in Markov Decision Processes JMLR 2025
First-Explore, then Exploit: Meta-Learning to Solve Hard Exploration-Exploitation Trade-Offs NIPS 2024
Reward Certification for Policy Smoothed Reinforcement Learning AAAI 2024
Settling the Reward Hypothesis ICML 2023
Mitigating Disparity while Maximizing Reward: Tight Anytime Guarantee for Improving Bandits IJCAI 2023
A Contraction Approach to Model-based Reinforcement Learning AISTATS 2021
Safe Reinforcement Learning in Constrained Markov Decision Processes ICML 2020
Thread Popularity Prediction and Tracking with a Permutation-invariant Model EMNLP 2018
Trading off Rewards and Errors in Multi-Armed Bandits AISTATS 2017