Foresee then Evaluate: Decomposing Value Estimation with Latent Future Prediction Mar 3, 2021 continuous-control Continuous Control
Code Code Available Modular Deep Reinforcement Learning for Continuous Motion Planning with Temporal Logic Feb 24, 2021 Deep Reinforcement Learning Motion Planning
Code Code Available MobILE: Model-Based Imitation Learning From Observation Alone Feb 22, 2021 Imitation Learning model
Code Code Available Sim-Env: Decoupling OpenAI Gym Environments from Simulation Models Feb 19, 2021 OpenAI Gym reinforcement-learning
Code Code Available Deluca -- A Differentiable Control Library: Environments, Methods, and Benchmarking Feb 19, 2021 Benchmarking OpenAI Gym
Code Code Available Transferring Domain Knowledge with an Adviser in Continuous Tasks Feb 16, 2021 OpenAI Gym reinforcement-learning
— Unverified Learning from Demonstrations using Signal Temporal Logic Feb 15, 2021 OpenAI Gym reinforcement-learning
— Unverified Improving Model-Based Reinforcement Learning with Internal State Representations through Self-Supervision Feb 10, 2021 Board Games Model-based Reinforcement Learning
Code Code Available Neurogenetic Programming Framework for Explainable Reinforcement Learning Feb 8, 2021 OpenAI Gym reinforcement-learning
Code Code Available LongiControl: A Reinforcement Learning Environment for Longitudinal Vehicle Control Feb 6, 2021 Autonomous Driving OpenAI Gym
Code Code Available Explainable Reinforcement Learning for Longitudinal Control Feb 6, 2021 Deep Reinforcement Learning OpenAI Gym
Code Code Available Improving Reinforcement Learning with Human Assistance: An Argument for Human Subject Studies with HIPPO Gym Feb 2, 2021 OpenAI Gym Reinforcement Learning (RL)
— Unverified BF++: a language for general-purpose program synthesis Jan 23, 2021 Decision Making OpenAI Gym
Code Code Available Developing an OpenAI Gym-compatible framework and simulation environment for testing Deep Reinforcement Learning agents solving the Ambulance Location Problem Jan 12, 2021 Atari Games Deep Reinforcement Learning
Code Code Available Faults in Deep Reinforcement Learning Programs: A Taxonomy and A Detection Approach Jan 1, 2021 Deep Reinforcement Learning Fault Detection
Code Code Available Error Controlled Actor-Critic Method to Reinforcement Learning Jan 1, 2021 continuous-control Continuous Control
— Unverified Deep Q Learning from Dynamic Demonstration with Behavioral Cloning Jan 1, 2021 Deep Reinforcement Learning OpenAI Gym
— Unverified Towards Understanding Asynchronous Advantage Actor-critic: Convergence and Linear Speedup Dec 31, 2020 Atari Games OpenAI Gym
— Unverified Reinforcement Learning for Control of Valves Dec 29, 2020 OpenAI Gym reinforcement-learning
Code Code Available myGym: Modular Toolkit for Visuomotor Robotic Tasks Dec 21, 2020 Imitation Learning OpenAI Gym
— Unverified CityLearn: Standardizing Research in Multi-Agent Reinforcement Learning for Demand Response and Urban Energy Management Dec 18, 2020 energy management Management
Code Code Available Evading Web Application Firewalls with Reinforcement Learning Dec 14, 2020 OpenAI Gym reinforcement-learning
— Unverified Evolutionary learning of interpretable decision trees Dec 14, 2020 Evolutionary Algorithms OpenAI Gym
Code Code Available Resolving Implicit Coordination in Multi-Agent Deep Reinforcement Learning with Deep Q-Networks & Game Theory Dec 8, 2020 Deep Reinforcement Learning OpenAI Gym
Code Code Available NavRep: Unsupervised Representations for Reinforcement Learning of Robot Navigation in Dynamic Human Environments Dec 8, 2020 OpenAI Gym reinforcement-learning
Code Code Available 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 Amortized Variational Deep Q Network Nov 3, 2020 Deep Reinforcement Learning Efficient Exploration
Code Code Available Control with adaptive Q-learning Nov 3, 2020 OpenAI Gym Q-Learning
Code Code Available LagNetViP: A Lagrangian Neural Network for Video Prediction Oct 24, 2020 Acrobot OpenAI Gym
— Unverified Proximal Policy Gradient: PPO with Policy Gradient Oct 20, 2020 OpenAI Gym
— Unverified 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 Deep Learning of Koopman Representation for Control Oct 15, 2020 Deep Learning OpenAI Gym
— Unverified A Learning Approach to Robot-Agnostic Force-Guided High Precision Assembly Oct 15, 2020 OpenAI Gym Vocal Bursts Intensity Prediction
— Unverified EpidemiOptim: A Toolbox for the Optimization of Control Policies in Epidemiological Models Oct 9, 2020 Deep Reinforcement Learning Epidemiology
Code Code Available MADRaS : Multi Agent Driving Simulator Oct 2, 2020 Autonomous Driving Car Racing
— Unverified Deep Reinforcement Learning with Mixed Convolutional Network Oct 1, 2020 Data Augmentation Deep Reinforcement Learning
— Unverified MDP Playground: Controlling Orthogonal Dimensions of Hardness in Toy Environments Sep 28, 2020 OpenAI Gym Reinforcement Learning (RL)
— Unverified GRAC: Self-Guided and Self-Regularized Actor-Critic Sep 18, 2020 Decision Making Deep Reinforcement Learning
Code Code Available Evolutionary Selective Imitation: Interpretable Agents by Imitation Learning Without a Demonstrator Sep 17, 2020 Imitation Learning OpenAI Gym
— Unverified VacSIM: Learning Effective Strategies for COVID-19 Vaccine Distribution using Reinforcement Learning Sep 14, 2020 Deep Reinforcement Learning Multi-Armed Bandits
Code Code Available Extended Radial Basis Function Controller for Reinforcement Learning Sep 12, 2020 OpenAI Gym reinforcement-learning
— Unverified Optimality-based Analysis of XCSF Compaction in Discrete Reinforcement Learning Sep 3, 2020 OpenAI Gym reinforcement-learning
Code Code Available On the model-based stochastic value gradient for continuous reinforcement learning Aug 28, 2020 Continuous Control Humanoid Control
Code Code Available Reinforcement Learning with Quantum Variational Circuits Aug 15, 2020 BIG-bench Machine Learning Deep Reinforcement Learning
Code Code Available 