conftrace_

fitted q-iteration

14 papers

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Also known as

FQI

Co-occurring keywords

linear function approximation (101) offline reinforcement learning (492) batch reinforcement learning (32) sample complexity (1169) off-policy evaluation (144) reinforcement learning (4352) bellman residual (16) continuous action space (42) sample efficiency (472) robust bellman operator (3)

Papers

Reward-Relevance-Filtered Linear Offline Reinforcement Learning AISTATS 2024
A Complete Characterization of Linear Estimators for Offline Policy Evaluation JMLR 2023
On the Global Convergence of Fitted Q-Iteration with Two-layer Neural Network Parametrization ICML 2023
Over-parameterized Deep Nonparametric Regression for Dependent Data with Its Applications to Reinforcement Learning JMLR 2023
Robust Reinforcement Learning using Offline Data NIPS 2022
Variance-Aware Off-Policy Evaluation with Linear Function Approximation NIPS 2021
Sparse Feature Selection Makes Batch Reinforcement Learning More Sample Efficient ICML 2021
Fast Rates for the Regret of Offline Reinforcement Learning COLT 2021
Minimax-Optimal Off-Policy Evaluation with Linear Function Approximation ICML 2020
Control Frequency Adaptation via Action Persistence in Batch Reinforcement Learning ICML 2020
Boosted Fitted Q-Iteration ICML 2017
Sparse Multi-Task Reinforcement Learning NIPS 2014
Fitted Q-iteration by Advantage Weighted Regression NIPS 2008
Fitted Q-iteration in continuous action-space MDPs NIPS 2007