conftrace_

model-free reinforcement learning

63 papers

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Also known as

MFRL

Co-occurring keywords

model-based reinforcement learning (415) reinforcement learning (4352) regret bound (1926) sample complexity (1169) sample efficiency (472) markov decision process (790) deep reinforcement learning (903) model-free learning (51) constrained markov decision process (56) optimal control (218)

Papers

SPoRt - Safe Policy Ratio: Certified Training and Deployment of Task Policies in Model-Free RL IJCAI 2025
Deep Implicit Imitation Reinforcement Learning in Heterogeneous Action Settings AAAI 2025
Rethinking Discount Regularization: New Interpretations, Unintended Consequences, and Solutions for Regularization in Reinforcement Learning JMLR 2024
Hard-Thresholding Meets Evolution Strategies in Reinforcement Learning IJCAI 2024
Real-world fluid directed rigid body control via deep reinforcement learning L4DC 2024
Towards Achieving Sub-linear Regret and Hard Constraint Violation in Model-free RL AISTATS 2024
Model-free Low-Rank Reinforcement Learning via Leveraged Entry-wise Matrix Estimation NIPS 2024
Provably Efficient Model-free RL in Leader-Follower MDP with Linear Function Approximation L4DC 2023
VO$Q$L: Towards Optimal Regret in Model-free RL with Nonlinear Function Approximation COLT 2023
Maximize to Explore: One Objective Function Fusing Estimation, Planning, and Exploration NIPS 2023
ODE-based Recurrent Model-free Reinforcement Learning for POMDPs NIPS 2023
Model-Free Reinforcement Learning with the Decision-Estimation Coefficient NIPS 2023
Provably Efficient Model-Free Algorithms for Non-stationary CMDPs AISTATS 2023
Sharper Model-free Reinforcement Learning for Average-reward Markov Decision Processes COLT 2023
Model-free Posterior Sampling via Learning Rate Randomization NIPS 2023
Sample Efficient Model-free Reinforcement Learning from LTL Specifications with Optimality Guarantees IJCAI 2023
Online Nonstochastic Model-Free Reinforcement Learning NIPS 2023
Safe and Efficient Reinforcement Learning using Disturbance-Observer-Based Control Barrier Functions L4DC 2023
Demonstrating A Walk in the Park: Learning to Walk in 20 Minutes With Model-Free Reinforcement Learning RSS 2023
Detection of Man-in-the-Middle Attacks in Model-Free Reinforcement Learning L4DC 2023
Self-Supervised Reinforcement Learning that Transfers using Random Features NIPS 2023
Regret-Optimal Model-Free Reinforcement Learning for Discounted MDPs with Short Burn-In Time NIPS 2023
Pessimistic Q-Learning for Offline Reinforcement Learning: Towards Optimal Sample Complexity ICML 2022
Recurrent Model-Free RL Can Be a Strong Baseline for Many POMDPs ICML 2022
Irrational, but Adaptive and Goal Oriented: Humans Interacting with Autonomous Agents IJCAI 2022