conftrace_

pac bound

14 papers

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Co-occurring keywords

sample complexity (1169) reinforcement learning (4352) regret bound (1926) generative model (2892) maximum likelihood estimation (233) optimal policy (93) markov decision process (790) mdp (3) online reinforcement learning (45) stochastic shortest path (34)

Papers

Cost-Aware Near-Optimal Policy Learning AAAI 2025
Uniform Last-Iterate Guarantee for Bandits and Reinforcement Learning NIPS 2024
Randomized algorithms and PAC bounds for inverse reinforcement learning in continuous spaces NIPS 2024
The Benefits of Being Distributional: Small-Loss Bounds for Reinforcement Learning NIPS 2023
Concentration analysis of multivariate elliptic diffusions JMLR 2023
Sample Complexity Bounds for Stochastic Shortest Path with a Generative Model ALT 2021
Uniform-PAC Bounds for Reinforcement Learning with Linear Function Approximation NIPS 2021
Sequential Transfer in Reinforcement Learning with a Generative Model ICML 2020
Batch Policy Learning under Constraints ICML 2019
Policy Certificates: Towards Accountable Reinforcement Learning ICML 2019
Sample Efficient Policy Search for Optimal Stopping Domains IJCAI 2017
Non-Asymptotic Analysis of Relational Learning with One Network AISTATS 2014
Sample Complexity of Composite Likelihood AISTATS 2012
Speedy Q-Learning NIPS 2011