Active inference: demystified and compared Sep 24, 2019 Atari Games OpenAI Gym
Code Code Available Invariant Transform Experience Replay: Data Augmentation for Deep Reinforcement Learning Sep 24, 2019 Data Augmentation Deep Reinforcement Learning
Code Code Available MDP Playground: An Analysis and Debug Testbed for Reinforcement Learning Sep 17, 2019 MuJoCo OpenAI Gym
Code Code Available Recommendation System-based Upper Confidence Bound for Online Advertising Sep 9, 2019 OpenAI Gym Product Recommendation
— Unverified Arena: a toolkit for Multi-Agent Reinforcement Learning Jul 20, 2019 Multi-agent Reinforcement Learning OpenAI Gym
Code Code Available A Dual Memory Structure for Efficient Use of Replay Memory in Deep Reinforcement Learning Jul 15, 2019 Deep Reinforcement Learning OpenAI Gym
— Unverified QFlip: An Adaptive Reinforcement Learning Strategy for the FlipIt Security Game Jun 27, 2019 OpenAI Gym Q-Learning
Code Code Available Proximal Distilled Evolutionary Reinforcement Learning Jun 24, 2019 OpenAI Gym reinforcement-learning
Code Code Available Reward Prediction Error as an Exploration Objective in Deep RL Jun 19, 2019 Atari Games Continuous Control
— Unverified MoËT: Mixture of Expert Trees and its Application to Verifiable Reinforcement Learning Jun 16, 2019 Game of Go Imitation Learning
Code Code Available Towards Interactive Training of Non-Player Characters in Video Games Jun 3, 2019 Imitation Learning OpenAI Gym
Code Code Available Decision-Making in Reinforcement Learning Jun 1, 2019 Decision Making Deep Reinforcement Learning
— Unverified Provably Efficient Imitation Learning from Observation Alone May 27, 2019 Imitation Learning OpenAI Gym
Code Code Available Deep Q-Learning with Q-Matrix Transfer Learning for Novel Fire Evacuation Environment May 23, 2019 OpenAI Gym Q-Learning
— Unverified Maximum Entropy-Regularized Multi-Goal Reinforcement Learning May 21, 2019 Multi-Goal Reinforcement Learning OpenAI Gym
Code Code Available In Support of Over-Parametrization in Deep Reinforcement Learning: an Empirical Study May 17, 2019 Deep Reinforcement Learning OpenAI Gym
— Unverified Reinforcement Learning for Robotics and Control with Active Uncertainty Reduction May 15, 2019 Management OpenAI Gym
— Unverified Design of Artificial Intelligence Agents for Games using Deep Reinforcement Learning May 10, 2019 Deep Reinforcement Learning OpenAI Gym
— Unverified Deep Ordinal Reinforcement Learning May 6, 2019 Deep Reinforcement Learning OpenAI Gym
Code Code Available SIMILE: Introducing Sequential Information towards More Effective Imitation Learning May 1, 2019 Imitation Learning OpenAI Gym
— Unverified Adversarial Exploration Strategy for Self-Supervised Imitation Learning May 1, 2019 Deep Reinforcement Learning Imitation Learning
— Unverified Evolving Neural Networks in Reinforcement Learning by means of UMDAc Apr 24, 2019 OpenAI Gym reinforcement-learning
— Unverified Towards Combining On-Off-Policy Methods for Real-World Applications Apr 24, 2019 OpenAI Gym Position
— Unverified Towards Brain-inspired System: Deep Recurrent Reinforcement Learning for Simulated Self-driving Agent Mar 29, 2019 Decision Making OpenAI Gym
— Unverified DQN with model-based exploration: efficient learning on environments with sparse rewards Mar 22, 2019 Atari Games OpenAI Gym
— Unverified Towards Characterizing Divergence in Deep Q-Learning Mar 21, 2019 continuous-control Continuous Control
— Unverified Deep Reinforcement Learning with Feedback-based Exploration Mar 14, 2019 continuous-control Continuous Control
Code Code Available gym-gazebo2, a toolkit for reinforcement learning using ROS 2 and Gazebo Mar 14, 2019 Benchmarking OpenAI Gym
Code Code Available Learning Gaussian Policies from Corrective Human Feedback Mar 12, 2019 continuous-control Continuous Control
— Unverified Deep Active Localization Mar 5, 2019 OpenAI Gym Reinforcement Learning
Code Code Available Flappy Hummingbird: An Open Source Dynamic Simulation of Flapping Wing Robots and Animals Feb 25, 2019 Deep Reinforcement Learning OpenAI Gym
Code Code Available Curiosity-Driven Experience Prioritization via Density Estimation Feb 20, 2019 Density Estimation OpenAI Gym
— Unverified Neural-encoding Human Experts' Domain Knowledge to Warm Start Reinforcement Learning Feb 15, 2019 Deep Reinforcement Learning Imitation Learning
Code Code Available Learn a Prior for RHEA for Better Online Planning Feb 14, 2019 Evolutionary Algorithms MuJoCo
— Unverified Towards Physically Safe Reinforcement Learning under Supervision Jan 19, 2019 OpenAI Gym reinforcement-learning
— Unverified Deconfounding Reinforcement Learning in Observational Settings Dec 26, 2018 OpenAI Gym reinforcement-learning
Code Code Available Iroko: A Framework to Prototype Reinforcement Learning for Data Center Traffic Control Dec 24, 2018 Deep Reinforcement Learning OpenAI Gym
Code Code Available Relative Entropy Regularized Policy Iteration Dec 5, 2018 continuous-control Continuous Control
Code Code Available BlockPuzzle - A Challenge in Physical Reasoning and Generalization for Robot Learning Nov 30, 2018 Imitation Learning MuJoCo
— Unverified Relative Importance Sampling for off-Policy Actor-Critic in Deep Reinforcement Learning Oct 30, 2018 Deep Reinforcement Learning OpenAI Gym
— Unverified Sequential Learning of Movement Prediction in Dynamic Environments using LSTM Autoencoder Oct 12, 2018 Decoder Navigate
— Unverified Reinforcement Learning for Improving Agent Design Oct 9, 2018 OpenAI Gym reinforcement-learning
Code Code Available Hybrid Policies Using Inverse Rewards for Reinforcement Learning Sep 27, 2018 OpenAI Gym Q-Learning
— Unverified Switching Isotropic and Directional Exploration with Parameter Space Noise in Deep Reinforcement Learning Sep 18, 2018 Deep Reinforcement Learning OpenAI Gym
— Unverified Visual Transfer between Atari Games using Competitive Reinforcement Learning Sep 2, 2018 Atari Games Deep Reinforcement Learning
Code Code Available GeneSys: Enabling Continuous Learning through Neural Network Evolution in Hardware Aug 3, 2018 CPU GPU
— Unverified FuzzerGym: A Competitive Framework for Fuzzing and Learning Jul 19, 2018 Deep Reinforcement Learning Fault Detection
— Unverified Online Robust Policy Learning in the Presence of Unknown Adversaries Jul 16, 2018 Deep Reinforcement Learning OpenAI Gym
— Unverified Qualitative Measurements of Policy Discrepancy for Return-Based Deep Q-Network Jun 14, 2018 OpenAI Gym reinforcement-learning
— Unverified Continuous-time Value Function Approximation in Reproducing Kernel Hilbert Spaces Jun 8, 2018 Atari Games Gaussian Processes
— Unverified 