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optimistic planning

10 papers

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Co-occurring keywords

markov decision process (790) value iteration (162) generative model (2892) regret bound (1926) online planning (37) sample efficiency (472) reinforcement learning (4352) stochastic optimization (1060) multi-armed bandit (1098) tree search (86)

Papers

Optimistic Planning by Regularized Dynamic Programming ICML 2023
Confident Least Square Value Iteration with Local Access to a Simulator AISTATS 2022
Human-in-the-loop: Provably Efficient Preference-based Reinforcement Learning with General Function Approximation ICML 2022
A Sample-Efficient Algorithm for Episodic Finite-Horizon MDP with Constraints AAAI 2021
Recovering Bandits NIPS 2019
Scale-free adaptive planning for deterministic dynamics & discounted rewards ICML 2019
Optimistic Planning for the Stochastic Knapsack Problem AISTATS 2017
Optimistic Planning in Markov Decision Processes Using a Generative Model NIPS 2014
Aggregating Optimistic Planning Trees for Solving Markov Decision Processes NIPS 2013
Optimistic planning for Markov decision processes AISTATS 2012