| MALib: A Parallel Framework for Population-based Multi-agent Reinforcement Learning | Jun 5, 2021 | Atari GamesCPU | CodeCode Available | 1 |
| Decision Transformer: Reinforcement Learning via Sequence Modeling | Jun 2, 2021 | Atari GamesD4RL | CodeCode Available | 1 |
| Muesli: Combining Improvements in Policy Optimization | Apr 13, 2021 | Atari Gamescontinuous-control | CodeCode Available | 1 |
| Online and Offline Reinforcement Learning by Planning with a Learned Model | Apr 13, 2021 | Atari GamesContinuous Control | CodeCode Available | 1 |
| A coevolutionary approach to deep multi-agent reinforcement learning | Apr 12, 2021 | Atari GamesDecision Making | CodeCode Available | 1 |
| Generalizable Episodic Memory for Deep Reinforcement Learning | Mar 11, 2021 | Atari Gamescontinuous-control | CodeCode Available | 1 |
| Behavior From the Void: Unsupervised Active Pre-Training | Mar 8, 2021 | Atari GamesReinforcement Learning (RL) | CodeCode Available | 1 |
| Improving Computational Efficiency in Visual Reinforcement Learning via Stored Embeddings | Mar 4, 2021 | Atari GamesComputational Efficiency | CodeCode Available | 1 |
| Adaptive Rational Activations to Boost Deep Reinforcement Learning | Feb 18, 2021 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| Developing an OpenAI Gym-compatible framework and simulation environment for testing Deep Reinforcement Learning agents solving the Ambulance Location Problem | Jan 12, 2021 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| Evolving Reinforcement Learning Algorithms | Jan 8, 2021 | Atari GamesMeta-Learning | CodeCode Available | 1 |
| Reinforcement Learning with Latent Flow | Jan 6, 2021 | Atari Gamescontinuous-control | CodeCode Available | 1 |
| Multi-Agent Trust Region Learning | Jan 1, 2021 | Atari GamesMuJoCo | CodeCode Available | 1 |
| Augmenting Policy Learning with Routines Discovered from a Single Demonstration | Dec 23, 2020 | Atari GamesImitation Learning | CodeCode Available | 1 |
| High-Throughput Synchronous Deep RL | Dec 17, 2020 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| Revisiting Rainbow: Promoting more Insightful and Inclusive Deep Reinforcement Learning Research | Nov 20, 2020 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| Masked Contrastive Representation Learning for Reinforcement Learning | Oct 15, 2020 | Atari GamesContrastive Learning | CodeCode Available | 1 |
| Mastering Atari with Discrete World Models | Oct 5, 2020 | Atari GamesGPU | CodeCode Available | 1 |
| Contrastive Variational Reinforcement Learning for Complex Observations | Aug 6, 2020 | Atari GamesContinuous Control | CodeCode Available | 1 |
| Robust Deep Reinforcement Learning through Adversarial Loss | Aug 5, 2020 | Adversarial AttackAtari Games | CodeCode Available | 1 |
| Munchausen Reinforcement Learning | Jul 28, 2020 | Atari Gamesreinforcement-learning | CodeCode Available | 1 |
| Distributional Reinforcement Learning via Moment Matching | Jul 24, 2020 | Atari GamesDistributional Reinforcement Learning | CodeCode Available | 1 |
| Discovering Reinforcement Learning Algorithms | Jul 17, 2020 | Atari GamesMeta-Learning | CodeCode Available | 1 |
| Intrinsic Reward Driven Imitation Learning via Generative Model | Jun 26, 2020 | Atari GamesImitation Learning | CodeCode Available | 1 |
| Widening the Pipeline in Human-Guided Reinforcement Learning with Explanation and Context-Aware Data Augmentation | Jun 26, 2020 | Atari GamesData Augmentation | CodeCode Available | 1 |
| Re-understanding Finite-State Representations of Recurrent Policy Networks | Jun 6, 2020 | Atari Games | CodeCode Available | 1 |
| First return, then explore | Apr 27, 2020 | Atari GamesMontezuma's Revenge | CodeCode Available | 1 |
| CURL: Contrastive Unsupervised Representations for Reinforcement Learning | Apr 8, 2020 | Atari GamesAtari Games 100k | CodeCode Available | 1 |
| Agent57: Outperforming the Atari Human Benchmark | Mar 30, 2020 | Atari GamesReinforcement Learning | CodeCode Available | 1 |
| Self-Supervised Discovering of Interpretable Features for Reinforcement Learning | Mar 16, 2020 | Atari GamesDecision Making | CodeCode Available | 1 |
| Discriminative Particle Filter Reinforcement Learning for Complex Partial Observations | Feb 23, 2020 | Atari GamesDecision Making | CodeCode Available | 1 |
| Safe Imitation Learning via Fast Bayesian Reward Inference from Preferences | Feb 21, 2020 | Atari GamesBayesian Inference | CodeCode Available | 1 |
| Never Give Up: Learning Directed Exploration Strategies | Feb 14, 2020 | Atari GamesReinforcement Learning | CodeCode Available | 1 |
| An Optimistic Perspective on Offline Deep Reinforcement Learning | Jan 1, 2020 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| An Optimistic Perspective on Offline Reinforcement Learning | Jul 10, 2019 | Atari GamesDiversity | CodeCode Available | 1 |
| Unsupervised State Representation Learning in Atari | Jun 19, 2019 | Atari GamesRepresentation Learning | CodeCode Available | 1 |
| Go-Explore: a New Approach for Hard-Exploration Problems | Jan 30, 2019 | Atari GamesImitation Learning | CodeCode Available | 1 |
| Exploration by Random Network Distillation | Oct 30, 2018 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| Large-Scale Study of Curiosity-Driven Learning | Aug 13, 2018 | Atari GamesPrediction | CodeCode Available | 1 |
| Spectral Inference Networks: Unifying Deep and Spectral Learning | Jun 6, 2018 | Atari GamesBilevel Optimization | CodeCode Available | 1 |
| Monte Carlo Tree Search for Asymmetric Trees | May 23, 2018 | Atari GamesOpenAI Gym | CodeCode Available | 1 |
| IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures | Feb 5, 2018 | Atari Gamesreinforcement-learning | CodeCode Available | 1 |
| Eigenoption Discovery through the Deep Successor Representation | Oct 30, 2017 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| Revisiting the Arcade Learning Environment: Evaluation Protocols and Open Problems for General Agents | Sep 18, 2017 | Atari Games | CodeCode Available | 1 |
| Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation | Aug 17, 2017 | Atari Gamescontinuous-control | CodeCode Available | 1 |
| A Distributional Perspective on Reinforcement Learning | Jul 21, 2017 | Atari Gamesreinforcement-learning | CodeCode Available | 1 |
| Evolution Strategies as a Scalable Alternative to Reinforcement Learning | Mar 10, 2017 | Atari GamesMuJoCo | CodeCode Available | 1 |
| Overcoming catastrophic forgetting in neural networks | Dec 2, 2016 | Atari Gamesclass-incremental learning | CodeCode Available | 1 |
| #Exploration: A Study of Count-Based Exploration for Deep Reinforcement Learning | Nov 15, 2016 | Atari Gamescontinuous-control | CodeCode Available | 1 |
| Asynchronous Methods for Deep Reinforcement Learning | Feb 4, 2016 | Atari GamesCPU | CodeCode Available | 1 |
