ACN-Sim: An Open-Source Simulator for Data-Driven Electric Vehicle Charging Research Dec 4, 2020 OpenAI Gym Reinforcement Learning (RL)
Code Code Available Revisiting Maximum Entropy Inverse Reinforcement Learning: New Perspectives and Algorithms Dec 1, 2020 OpenAI Gym reinforcement-learning
Code Code Available NLPGym -- A toolkit for evaluating RL agents on Natural Language Processing Tasks Nov 16, 2020 Multi-Label Classification MUlTI-LABEL-ClASSIFICATION
Code Code Available Tonic: A Deep Reinforcement Learning Library for Fast Prototyping and Benchmarking Nov 15, 2020 Benchmarking continuous-control
Code Code Available SoftGym: Benchmarking Deep Reinforcement Learning for Deformable Object Manipulation Nov 14, 2020 Benchmarking Deep Reinforcement Learning
Code Code Available Ecole: A Gym-like Library for Machine Learning in Combinatorial Optimization Solvers Nov 11, 2020 BIG-bench Machine Learning Combinatorial Optimization
Code Code Available Deep Reinforcement Learning with Population-Coded Spiking Neural Network for Continuous Control Oct 19, 2020 continuous-control Continuous Control
Code Code Available What About Inputing Policy in Value Function: Policy Representation and Policy-extended Value Function Approximator Oct 19, 2020 continuous-control Continuous Control
Code Code Available EpidemiOptim: A Toolbox for the Optimization of Control Policies in Epidemiological Models Oct 9, 2020 Deep Reinforcement Learning Epidemiology
Code Code Available On the model-based stochastic value gradient for continuous reinforcement learning Aug 28, 2020 Continuous Control Humanoid Control
Code Code Available Integrating Deep Reinforcement Learning Networks with Health System Simulations Jul 21, 2020 Deep Reinforcement Learning OpenAI Gym
Code Code Available Implicit Distributional Reinforcement Learning Jul 13, 2020 Distributional Reinforcement Learning OpenAI Gym
Code Code Available OtoWorld: Towards Learning to Separate by Learning to Move Jul 12, 2020 Audio Source Separation Navigate
Code Code Available Experience Replay with Likelihood-free Importance Weights Jun 23, 2020 Deep Reinforcement Learning OpenAI Gym
Code Code Available Reinforcement Learning with Augmented Data Apr 30, 2020 Data Augmentation OpenAI Gym
Code Code Available Neural Game Engine: Accurate learning of generalizable forward models from pixels Mar 23, 2020 GPU Model-based Reinforcement Learning
Code Code Available State-only Imitation with Transition Dynamics Mismatch Feb 27, 2020 Imitation Learning MuJoCo
Code Code Available PDDLGym: Gym Environments from PDDL Problems Feb 15, 2020 Decision Making OpenAI Gym
Code Code Available Blue River Controls: A toolkit for Reinforcement Learning Control Systems on Hardware Jan 7, 2020 OpenAI Gym reinforcement-learning
Code Code Available Advantage-Weighted Regression: Simple and Scalable Off-Policy Reinforcement Learning Oct 1, 2019 continuous-control Continuous Control
Code Code Available MoËT: Mixture of Expert Trees and its Application to Verifiable Reinforcement Learning Jun 16, 2019 Game of Go Imitation Learning
Code Code Available Maximum Entropy-Regularized Multi-Goal Reinforcement Learning May 21, 2019 Multi-Goal Reinforcement Learning OpenAI Gym
Code Code Available Monte Carlo Tree Search for Asymmetric Trees May 23, 2018 Atari Games OpenAI Gym
Code Code Available Addressing Function Approximation Error in Actor-Critic Methods Feb 26, 2018 Continuous Control OpenAI Gym
Code Code Available Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor Jan 4, 2018 Continuous Control Decision Making
Code Code Available A Benchmark Environment Motivated by Industrial Control Problems Sep 27, 2017 OpenAI Gym Reinforcement Learning
Code Code Available Continuous control with deep reinforcement learning Sep 9, 2015 Action Detection continuous-control
Code Code Available Deep Recurrent Q-Learning for Partially Observable MDPs Jul 23, 2015 Atari Games Deep Reinforcement Learning
Code Code Available Mitigating Plasticity Loss in Continual Reinforcement Learning by Reducing Churn May 31, 2025 Continual Learning OpenAI Gym
— Unverified HDDLGym: A Tool for Studying Multi-Agent Hierarchical Problems Defined in HDDL with OpenAI Gym May 28, 2025 OpenAI Gym Reinforcement Learning (RL)
Code Code Available STITCH-OPE: Trajectory Stitching with Guided Diffusion for Off-Policy Evaluation May 27, 2025 D4RL Denoising
— Unverified ReaCritic: Large Reasoning Transformer-based DRL Critic-model Scaling For Heterogeneous Networks May 16, 2025 Deep Reinforcement Learning OpenAI Gym
— Unverified Improving the Data-efficiency of Reinforcement Learning by Warm-starting with LLM May 16, 2025 Language Modeling Language Modelling
Code Code Available IN-RIL: Interleaved Reinforcement and Imitation Learning for Policy Fine-Tuning May 15, 2025 Efficient Exploration Imitation Learning
Code Code Available Mining-Gym: A Configurable RL Benchmarking Environment for Truck Dispatch Scheduling Mar 24, 2025 Benchmarking OpenAI Gym
Code Code Available Optimizing 2D+1 Packing in Constrained Environments Using Deep Reinforcement Learning Mar 21, 2025 Deep Reinforcement Learning OpenAI Gym
— Unverified Low-cost Real-world Implementation of the Swing-up Pendulum for Deep Reinforcement Learning Experiments Mar 14, 2025 Deep Reinforcement Learning OpenAI Gym
— Unverified Value-Based Deep RL Scales Predictably Feb 6, 2025 OpenAI Gym
— Unverified Illuminating Spaces: Deep Reinforcement Learning and Laser-Wall Partitioning for Architectural Layout Generation Feb 6, 2025 Deep Reinforcement Learning Layout Design
— Unverified Session-Level Dynamic Ad Load Optimization using Offline Robust Reinforcement Learning Jan 9, 2025 OpenAI Gym
— Unverified Robustness Evaluation of Offline Reinforcement Learning for Robot Control Against Action Perturbations Dec 25, 2024 Deep Reinforcement Learning OpenAI Gym
— Unverified Stealing That Free Lunch: Exposing the Limits of Dyna-Style Reinforcement Learning Dec 18, 2024 Model-based Reinforcement Learning OpenAI Gym
— Unverified A quantum-classical reinforcement learning model to play Atari games Dec 11, 2024 Atari Games Benchmarking
Code Code Available Optimizing Sensor Redundancy in Sequential Decision-Making Problems Dec 10, 2024 Decision Making OpenAI Gym
— Unverified Creating Hierarchical Dispositions of Needs in an Agent Nov 23, 2024 OpenAI Gym Pendulum-v1
Code Code Available A Multi-Agent Reinforcement Learning Testbed for Cognitive Radio Applications Oct 28, 2024 Multi-agent Reinforcement Learning OpenAI Gym
— Unverified Asymptotic Analysis of Sample-averaged Q-learning Oct 14, 2024 OpenAI Gym Q-Learning
— Unverified The Smart Buildings Control Suite: A Diverse Open Source Benchmark to Evaluate and Scale HVAC Control Policies for Sustainability Oct 2, 2024 Model Predictive Control Offline RL
— Unverified MAGICS: Adversarial RL with Minimax Actors Guided by Implicit Critic Stackelberg for Convergent Neural Synthesis of Robot Safety Sep 20, 2024 OpenAI Gym Reinforcement Learning (RL)
— Unverified Double Successive Over-Relaxation Q-Learning with an Extension to Deep Reinforcement Learning Sep 10, 2024 Deep Reinforcement Learning OpenAI Gym
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