Learning Time-Sensitive Strategies in Space Fortress May 17, 2018 Atari Games Reinforcement Learning
Code Code Available Continuous-Time Mean-Variance Portfolio Selection: A Reinforcement Learning Framework Apr 25, 2019 Continuous Control Portfolio Optimization
Code Code Available Guided Exploration in Reinforcement Learning via Monte Carlo Critic Optimization Jun 25, 2022 continuous-control Continuous Control
Code Code Available Exchangeable Models in Meta Reinforcement Learning Jun 12, 2020 Meta Reinforcement Learning reinforcement-learning
Code Code Available Guided Feature Transformation (GFT): A Neural Language Grounding Module for Embodied Agents May 22, 2018 Deep Reinforcement Learning reinforcement-learning
Code Code Available Learning from Trajectories via Subgoal Discovery Nov 3, 2019 Imitation Learning Reinforcement Learning
Code Code Available Action Priors for Large Action Spaces in Robotics Jan 11, 2021 reinforcement-learning Reinforcement Learning (RL)
Code Code Available Continuous Doubly Constrained Batch Reinforcement Learning Feb 18, 2021 reinforcement-learning Reinforcement Learning
Code Code Available ExIt-OOS: Towards Learning from Planning in Imperfect Information Games Aug 30, 2018 Deep Reinforcement Learning reinforcement-learning
Code Code Available Guided Policy Optimization under Partial Observability May 21, 2025 continuous-control Continuous Control
Code Code Available Incorporating Rivalry in Reinforcement Learning for a Competitive Game Aug 22, 2022 reinforcement-learning Reinforcement Learning
Code Code Available Learning When to Think: Shaping Adaptive Reasoning in R1-Style Models via Multi-Stage RL May 16, 2025 Reinforcement Learning (RL)
Code Code Available An Atari Model Zoo for Analyzing, Visualizing, and Comparing Deep Reinforcement Learning Agents Dec 17, 2018 Atari Games Deep Reinforcement Learning
Code Code Available LEACH-RLC: Enhancing IoT Data Transmission with Optimized Clustering and Reinforcement Learning Jan 28, 2024 Clustering reinforcement-learning
Code Code Available GuideLight: "Industrial Solution" Guidance for More Practical Traffic Signal Control Agents Jul 15, 2024 Reinforcement Learning (RL) Traffic Signal Control
Code Code Available Continuous Deep Q-Learning with Simulator for Stabilization of Uncertain Discrete-Time Systems Jan 13, 2021 Q-Learning Reinforcement Learning (RL)
Code Code Available Guiding Evolutionary Strategies by Differentiable Robot Simulators Oct 1, 2021 reinforcement-learning Reinforcement Learning (RL)
Code Code Available Bayesian Inference with Anchored Ensembles of Neural Networks, and Application to Exploration in Reinforcement Learning May 29, 2018 Bayesian Inference reinforcement-learning
Code Code Available Increasing Data Efficiency of Driving Agent By World Model Dec 14, 2020 Autonomous Driving reinforcement-learning
Code Code Available Bayesian Design Principles for Offline-to-Online Reinforcement Learning May 31, 2024 reinforcement-learning Reinforcement Learning
Code Code Available Continuous Control With Ensemble Deep Deterministic Policy Gradients Nov 30, 2021 continuous-control Continuous Control
Code Code Available Bayesian Curiosity for Efficient Exploration in Reinforcement Learning Nov 20, 2019 Efficient Exploration reinforcement-learning
Code Code Available Experiential Explanations for Reinforcement Learning Oct 10, 2022 Chunking counterfactual
Code Code Available Adaptive Discretization for Episodic Reinforcement Learning in Metric Spaces Oct 17, 2019 Q-Learning reinforcement-learning
Code Code Available Increasing performance of electric vehicles in ride-hailing services using deep reinforcement learning Dec 7, 2019 Autonomous Vehicles Decision Making
Code Code Available Experimental evaluation of offline reinforcement learning for HVAC control in buildings Aug 15, 2024 Offline RL Reinforcement Learning (RL)
Code Code Available Increasing the Action Gap: New Operators for Reinforcement Learning Dec 15, 2015 Atari Games Q-Learning
Code Code Available Bayes Adaptive Monte Carlo Tree Search for Offline Model-based Reinforcement Learning Oct 15, 2024 D4RL Model-based Reinforcement Learning
Code Code Available Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Dec 1, 2019 BIG-bench Machine Learning Reinforcement Learning
Code Code Available Batch Value-function Approximation with Only Realizability Aug 11, 2020 Model Selection Reinforcement Learning (RL)
Code Code Available Expert-Free Online Transfer Learning in Multi-Agent Reinforcement Learning Jan 26, 2025 Multi-agent Reinforcement Learning reinforcement-learning
Code Code Available Learning Generalizable Representations for Reinforcement Learning via Adaptive Meta-learner of Behavioral Similarities Dec 26, 2022 Data Augmentation reinforcement-learning
Code Code Available Expert Proximity as Surrogate Rewards for Single Demonstration Imitation Learning Feb 1, 2024 Imitation Learning MuJoCo
Code Code Available gym-gazebo2, a toolkit for reinforcement learning using ROS 2 and Gazebo Mar 14, 2019 Benchmarking OpenAI Gym
Code Code Available Continuous-action Reinforcement Learning for Playing Racing Games: Comparing SPG to PPO Jan 15, 2020 OpenAI Gym reinforcement-learning
Code Code Available EXPIL: Explanatory Predicate Invention for Learning in Games Jun 10, 2024 Reinforcement Learning (RL)
Code Code Available Gym-Ignition: Reproducible Robotic Simulations for Reinforcement Learning Nov 5, 2019 OpenAI Gym reinforcement-learning
Code Code Available BaRC: Backward Reachability Curriculum for Robotic Reinforcement Learning Jun 16, 2018 continuous-control Continuous Control
Code Code Available Balancing Value Underestimation and Overestimation with Realistic Actor-Critic Oct 19, 2021 continuous-control Continuous Control
Code Code Available Explainable Action Advising for Multi-Agent Reinforcement Learning Nov 15, 2022 Multi-agent Reinforcement Learning reinforcement-learning
Code Code Available Adaptive Diffusion Policy Optimization for Robotic Manipulation May 13, 2025 continuous-control Continuous Control
Code Code Available Attention-Based Reward Shaping for Sparse and Delayed Rewards May 16, 2025 Reinforcement Learning (RL)
Code Code Available Explainable and Safe Reinforcement Learning for Autonomous Air Mobility Nov 24, 2022 Adversarial Attack Deep Reinforcement Learning
Code Code Available Learning to Ask Medical Questions using Reinforcement Learning Mar 31, 2020 feature selection reinforcement-learning
Code Code Available An analysis of Reinforcement Learning applied to Coach task in IEEE Very Small Size Soccer Nov 23, 2020 Reinforcement Learning (RL)
Code Code Available Balancing the Scales: Reinforcement Learning for Fair Classification Jul 15, 2024 Classification Fairness
Code Code Available Adversarial Online Multi-Task Reinforcement Learning Jan 11, 2023 reinforcement-learning Reinforcement Learning
Code Code Available Learning to Schedule Communication in Multi-agent Reinforcement Learning Feb 5, 2019 Deep Reinforcement Learning Multi-agent Reinforcement Learning
Code Code Available Balancing detectability and performance of attacks on the control channel of Markov Decision Processes Sep 15, 2021 Reinforcement Learning (RL)
Code Code Available Continual Task Learning through Adaptive Policy Self-Composition Nov 18, 2024 Continual Learning Offline RL
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