| Hindsight Trust Region Policy Optimization | Jul 29, 2019 | Atari GamesPolicy Gradient Methods | CodeCode Available | 0 |
| Terminal Prediction as an Auxiliary Task for Deep Reinforcement Learning | Jul 24, 2019 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Memory Based Trajectory-conditioned Policies for Learning from Sparse Rewards | Jul 24, 2019 | Atari GamesDiversity | —Unverified | 0 |
| Characterizing Attacks on Deep Reinforcement Learning | Jul 21, 2019 | Atari GamesAutonomous Driving | CodeCode Available | 0 |
| Accelerating Reinforcement Learning through GPU Atari Emulation | Jul 19, 2019 | Atari GamesCPU | CodeCode Available | 0 |
| An Optimistic Perspective on Offline Reinforcement Learning | Jul 10, 2019 | Atari GamesDiversity | CodeCode Available | 1 |
| In Hindsight: A Smooth Reward for Steady Exploration | Jun 24, 2019 | Atari GamesQ-Learning | —Unverified | 0 |
| Deep Conservative Policy Iteration | Jun 24, 2019 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Unsupervised State Representation Learning in Atari | Jun 19, 2019 | Atari GamesRepresentation Learning | CodeCode Available | 1 |
| Reward Prediction Error as an Exploration Objective in Deep RL | Jun 19, 2019 | Atari GamesContinuous Control | —Unverified | 0 |
| Learning Powerful Policies by Using Consistent Dynamics Model | Jun 11, 2019 | Atari Gamesmodel | CodeCode Available | 0 |
| Clustered Reinforcement Learning | Jun 6, 2019 | Atari GamesClustering | —Unverified | 0 |
| Reinforcement Learning with Low-Complexity Liquid State Machines | Jun 4, 2019 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| CopyCAT: Taking Control of Neural Policies with Constant Attacks | May 29, 2019 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Beyond Exponentially Discounted Sum: Automatic Learning of Return Function | May 28, 2019 | Atari GamesForm | —Unverified | 0 |
| Exploration via Flow-Based Intrinsic Rewards | May 24, 2019 | Atari GamesOptical Flow Estimation | CodeCode Available | 0 |
| Combining Experience Replay with Exploration by Random Network Distillation | May 18, 2019 | Atari GamesMontezuma's Revenge | CodeCode Available | 0 |
| Distributional Reinforcement Learning for Efficient Exploration | May 13, 2019 | Atari GamesDistributional Reinforcement Learning | —Unverified | 0 |
| Accelerated Target Updates for Q-learning | May 7, 2019 | Atari GamesQ-Learning | —Unverified | 0 |
| Towards Consistent Performance on Atari using Expert Demonstrations | May 1, 2019 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Learning to Control Visual Abstractions for Structured Exploration in Deep Reinforcement Learning | May 1, 2019 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Recurrent Experience Replay in Distributed Reinforcement Learning | May 1, 2019 | Atari Gamesreinforcement-learning | CodeCode Available | 0 |
| Learning Abstract Models for Long-Horizon Exploration | May 1, 2019 | Atari GamesReinforcement Learning | —Unverified | 0 |
| Compression and Localization in Reinforcement Learning for ATARI Games | Apr 20, 2019 | Atari GamesModel Compression | —Unverified | 0 |
| Deep Policies for Width-Based Planning in Pixel Domains | Apr 12, 2019 | Atari Games | CodeCode Available | 0 |
| Let's Play Again: Variability of Deep Reinforcement Learning Agents in Atari Environments | Apr 12, 2019 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Reinforcement Learning with Attention that Works: A Self-Supervised Approach | Apr 6, 2019 | Atari Gamesreinforcement-learning | —Unverified | 0 |
| Jointly Pre-training with Supervised, Autoencoder, and Value Losses for Deep Reinforcement Learning | Apr 3, 2019 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Improved robustness of reinforcement learning policies upon conversion to spiking neuronal network platforms applied to ATARI games | Mar 26, 2019 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| DQN with model-based exploration: efficient learning on environments with sparse rewards | Mar 22, 2019 | Atari GamesOpenAI Gym | —Unverified | 0 |
| Towards automatic construction of multi-network models for heterogeneous multi-task learning | Mar 21, 2019 | Atari GamesMulti-Task Learning | —Unverified | 0 |
| Deep Reinforcement Learning with Decorrelation | Mar 18, 2019 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Reinforcement Learning with Dynamic Boltzmann Softmax Updates | Mar 14, 2019 | Atari GamesQ-Learning | CodeCode Available | 0 |
| Hybrid Reinforcement Learning with Expert State Sequences | Mar 11, 2019 | Atari GamesImitation Learning | CodeCode Available | 0 |
| Learning Self-Game-Play Agents for Combinatorial Optimization Problems | Mar 8, 2019 | Atari GamesBoard Games | —Unverified | 0 |
| MinAtar: An Atari-Inspired Testbed for Thorough and Reproducible Reinforcement Learning Experiments | Mar 7, 2019 | Atari Gamesreinforcement-learning | CodeCode Available | 0 |
| Continual Learning Using World Models for Pseudo-Rehearsal | Mar 6, 2019 | Atari GamesContinual Learning | —Unverified | 0 |
| Using Natural Language for Reward Shaping in Reinforcement Learning | Mar 5, 2019 | Atari GamesMontezuma's Revenge | CodeCode Available | 0 |
| Model-Based Reinforcement Learning for Atari | Mar 1, 2019 | Atari GamesAtari Games 100k | CodeCode Available | 0 |
| A new Potential-Based Reward Shaping for Reinforcement Learning Agent | Feb 17, 2019 | Atari Gamesreinforcement-learning | —Unverified | 0 |
| Metaoptimization on a Distributed System for Deep Reinforcement Learning | Feb 7, 2019 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Obstacle Tower: A Generalization Challenge in Vision, Control, and Planning | Feb 4, 2019 | Atari GamesBoard Games | CodeCode Available | 0 |
| Visual Rationalizations in Deep Reinforcement Learning for Atari Games | Feb 1, 2019 | Atari GamesDecision Making | —Unverified | 0 |
| Go-Explore: a New Approach for Hard-Exploration Problems | Jan 30, 2019 | Atari GamesImitation Learning | CodeCode Available | 1 |
| Modularization of End-to-End Learning: Case Study in Arcade Games | Jan 27, 2019 | Atari GamesReinforcement Learning | —Unverified | 0 |
| Combinational Q-Learning for Dou Di Zhu | Jan 24, 2019 | Atari GamesCard Games | CodeCode Available | 0 |
| Escape Room: A Configurable Testbed for Hierarchical Reinforcement Learning | Dec 22, 2018 | Atari GamesHierarchical Reinforcement Learning | —Unverified | 0 |
| Information-Directed Exploration for Deep Reinforcement Learning | Dec 18, 2018 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| An Atari Model Zoo for Analyzing, Visualizing, and Comparing Deep Reinforcement Learning Agents | Dec 17, 2018 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| KF-LAX: Kronecker-factored curvature estimation for control variate optimization in reinforcement learning | Dec 11, 2018 | Atari Gamesreinforcement-learning | —Unverified | 0 |
