Learning to Play General-Sum Games Against Multiple Boundedly Rational Agents Jun 10, 2021 Decision Making Multi-agent Reinforcement Learning
Code Code Available Improving Sample Efficiency of Reinforcement Learning with Background Knowledge from Large Language Models Jul 4, 2024 Common Sense Reasoning Reinforcement Learning (RL)
Code Code Available Behavior Estimation from Multi-Source Data for Offline Reinforcement Learning Nov 29, 2022 Offline RL reinforcement-learning
Code Code Available Learning to reinforcement learn for Neural Architecture Search Nov 9, 2019 Meta-Learning Neural Architecture Search
Code Code Available Behavior-based Neuroevolutionary Training in Reinforcement Learning May 17, 2021 Evolutionary Algorithms reinforcement-learning
Code Code Available A Reminder of its Brittleness: Language Reward Shaping May Hinder Learning for Instruction Following Agents May 26, 2023 Instruction Following Reinforcement Learning (RL)
Code Code Available Learning Temporally-Consistent Representations for Data-Efficient Reinforcement Learning Oct 11, 2021 Deep Reinforcement Learning reinforcement-learning
Code Code Available Control Synthesis from Linear Temporal Logic Specifications using Model-Free Reinforcement Learning Sep 16, 2019 Motion Planning reinforcement-learning
Code Code Available IxDRL: A Novel Explainable Deep Reinforcement Learning Toolkit based on Analyses of Interestingness Jul 18, 2023 Deep Reinforcement Learning Reinforcement Learning (RL)
Code Code Available Lifelong Reinforcement Learning with Modulating Masks Dec 21, 2022 Lifelong learning reinforcement-learning
Code Code Available Estimating Risk and Uncertainty in Deep Reinforcement Learning May 23, 2019 Bayesian Inference Deep Reinforcement Learning
Code Code Available Adversarial Skill Networks: Unsupervised Robot Skill Learning from Video Oct 21, 2019 continuous-control Continuous Control
Code Code Available Estimation Error Correction in Deep Reinforcement Learning for Deterministic Actor-Critic Methods Sep 22, 2021 continuous-control Continuous Control
Code Code Available Estimation of Warfarin Dosage with Reinforcement Learning Sep 15, 2021 Multi-Armed Bandits reinforcement-learning
Code Code Available Andes_gym: A Versatile Environment for Deep Reinforcement Learning in Power Systems Mar 2, 2022 Deep Reinforcement Learning OpenAI Gym
Code Code Available Ethical Challenges in Data-Driven Dialogue Systems Nov 24, 2017 reinforcement-learning Reinforcement Learning
Code Code Available Deep Reinforcement Learning using Genetic Algorithm for Parameter Optimization Feb 19, 2019 Deep Reinforcement Learning reinforcement-learning
Code Code Available Control Regularization for Reduced Variance Reinforcement Learning May 14, 2019 continuous-control Continuous Control
Code Code Available Learning from Ambiguous Demonstrations with Self-Explanation Guided Reinforcement Learning Oct 11, 2021 reinforcement-learning Reinforcement Learning
Code Code Available Learning to reset in target search problems Mar 14, 2025 reinforcement-learning Reinforcement Learning
Code Code Available Log Barriers for Safe Black-box Optimization with Application to Safe Reinforcement Learning Jul 21, 2022 reinforcement-learning Reinforcement Learning (RL)
Code Code Available Anchor-Changing Regularized Natural Policy Gradient for Multi-Objective Reinforcement Learning Jun 10, 2022 Fairness Multi-Objective Reinforcement Learning
Code Code Available GREEN-CODE: Learning to Optimize Energy Efficiency in LLM-based Code Generation Jan 19, 2025 Bug fixing Code Completion
Code Code Available Control of Rayleigh-Bénard Convection: Effectiveness of Reinforcement Learning in the Turbulent Regime Apr 16, 2025 Reinforcement Learning (RL)
Code Code Available Improving the Efficient Neural Architecture Search via Rewarding Modifications Dec 17, 2020 Neural Architecture Search reinforcement-learning
Code Code Available Beating the World's Best at Super Smash Bros. with Deep Reinforcement Learning Feb 21, 2017 Atari Games Board Games
Code Code Available Green Simulation Assisted Reinforcement Learning with Model Risk for Biomanufacturing Learning and Control Jun 17, 2020 Decision Making Model-based Reinforcement Learning
Code Code Available Jet grooming through reinforcement learning Mar 22, 2019 reinforcement-learning Reinforcement Learning
Code Code Available An Autonomous Performance Testing Framework using Self-Adaptive Fuzzy Reinforcement Learning Aug 19, 2019 reinforcement-learning Reinforcement Learning
Code Code Available Least-Squares Policy Iteration Dec 4, 2003 Q-Learning reinforcement-learning
Code Code Available Learning from Demonstration without Demonstrations Jun 17, 2021 Reinforcement Learning (RL)
Code Code Available Beating Atari with Natural Language Guided Reinforcement Learning Apr 18, 2017 Atari Games Deep Reinforcement Learning
Code Code Available Control of nonlinear, complex and black-boxed greenhouse system with reinforcement learning Jul 30, 2019 Q-Learning reinforcement-learning
Code Code Available Bayesian Robust Optimization for Imitation Learning Jul 24, 2020 Imitation Learning reinforcement-learning
Code Code Available Improving the Performance of Backward Chained Behavior Trees that use Reinforcement Learning Dec 27, 2021 reinforcement-learning Reinforcement Learning (RL)
Code Code Available Evaluating the Paperclip Maximizer: Are RL-Based Language Models More Likely to Pursue Instrumental Goals? Feb 16, 2025 reinforcement-learning Reinforcement Learning
Code Code Available Improving thermal state preparation of Sachdev-Ye-Kitaev model with reinforcement learning on quantum hardware Jan 20, 2025 Reinforcement Learning (RL)
Code Code Available Control of Continuous Quantum Systems with Many Degrees of Freedom based on Convergent Reinforcement Learning Dec 21, 2022 Deep Reinforcement Learning Q-Learning
Code Code Available Evaluating the Robustness of Deep Reinforcement Learning for Autonomous Policies in a Multi-agent Urban Driving Environment Dec 22, 2021 Autonomous Driving Benchmarking
Code Code Available A Reinforcement Learning Framework for Dynamic Mediation Analysis Jan 31, 2023 reinforcement-learning Reinforcement Learning
Code Code Available Improving the sample-efficiency of neural architecture search with reinforcement learning Oct 13, 2021 AutoML Deep Learning
Code Code Available A Reinforcement Learning Approach to Sensing Design in Resource-Constrained Wireless Networked Control Systems Apr 1, 2022 Decision Making Reinforcement Learning (RL)
Code Code Available Improving Unsupervised Hierarchical Representation with Reinforcement Learning Jan 1, 2024 reinforcement-learning Reinforcement Learning
Code Code Available An Autonomous Non-monolithic Agent with Multi-mode Exploration based on Options Framework May 2, 2023 Reinforcement Learning (RL)
Code Code Available Join Query Optimization with Deep Reinforcement Learning Algorithms Nov 26, 2019 Attribute Deep Reinforcement Learning
Code Code Available Adaptive Estimator Selection for Off-Policy Evaluation Feb 18, 2020 Multi-Armed Bandits Off-policy evaluation
Code Code Available Controlling Large Language Model with Latent Actions Mar 27, 2025 CoLA Language Modeling
Code Code Available Gradient Importance Learning for Incomplete Observations Jul 5, 2021 Imputation Missing Values
Code Code Available Learning the Optimal Power Flow: Environment Design Matters Mar 26, 2024 Reinforcement Learning (RL)
Code Code Available Bayesian Optimization with Robust Bayesian Neural Networks Dec 1, 2016 Bayesian Optimization Deep Reinforcement Learning
Code Code Available 