| Pseudo-Rehearsal: Achieving Deep Reinforcement Learning without Catastrophic Forgetting | Dec 6, 2018 | Atari GamesContinual Learning | CodeCode Available | 0 |
| ToyBox: Better Atari Environments for Testing Reinforcement Learning Agents | Dec 6, 2018 | Atari Gamesreinforcement-learning | CodeCode Available | 0 |
| Adapting Auxiliary Losses Using Gradient Similarity | Dec 5, 2018 | Atari Gamesreinforcement-learning | CodeCode Available | 0 |
| Revisiting the Softmax Bellman Operator: New Benefits and New Perspective | Dec 2, 2018 | Atari GamesQ-Learning | CodeCode Available | 0 |
| Temporal Regularization for Markov Decision Process | Dec 1, 2018 | Atari Gamesreinforcement-learning | CodeCode Available | 0 |
| Learning Finite State Representations of Recurrent Policy Networks | Nov 29, 2018 | Atari GamesImitation Learning | —Unverified | 0 |
| Analysing Results from AI Benchmarks: Key Indicators and How to Obtain Them | Nov 20, 2018 | AI AgentAtari Games | —Unverified | 0 |
| Scalable agent alignment via reward modeling: a research direction | Nov 19, 2018 | Atari Gamesreinforcement-learning | CodeCode Available | 0 |
| Policy Optimization with Model-based Explorations | Nov 18, 2018 | Atari GamesDecision Making | —Unverified | 0 |
| Reward learning from human preferences and demonstrations in Atari | Nov 15, 2018 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| An initial attempt of combining visual selective attention with deep reinforcement learning | Nov 11, 2018 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Deep Reinforcement Learning via L-BFGS Optimization | Nov 6, 2018 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Towards continual learning in medical imaging | Nov 6, 2018 | Atari GamesContinual Learning | —Unverified | 0 |
| Contingency-Aware Exploration in Reinforcement Learning | Nov 5, 2018 | Atari GamesMontezuma's Revenge | —Unverified | 0 |
| Learning Shared Dynamics with Meta-World Models | Nov 5, 2018 | Atari GamesMulti-Task Learning | —Unverified | 0 |
| Temporal Regularization in Markov Decision Process | Nov 1, 2018 | Atari Gamesreinforcement-learning | CodeCode Available | 0 |
| Exploration by Random Network Distillation | Oct 30, 2018 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| Reconciling λ-Returns with Experience Replay | Oct 23, 2018 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Fast deep reinforcement learning using online adjustments from the past | Oct 18, 2018 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Reinforcement Learning with Perturbed Rewards | Oct 2, 2018 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Deep Quality-Value (DQV) Learning | Sep 30, 2018 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Generalization and Regularization in DQN | Sep 29, 2018 | Atari GamesBenchmarking | CodeCode Available | 0 |
| Sample Efficient Deep Neuroevolution in Low Dimensional Latent Space | Sep 27, 2018 | Atari Games | —Unverified | 0 |
| Mimicking actions is a good strategy for beginners: Fast Reinforcement Learning with Expert Action Sequences | Sep 27, 2018 | Atari GamesImitation Learning | —Unverified | 0 |
| Constraining Action Sequences with Formal Languages for Deep Reinforcement Learning | Sep 27, 2018 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Expressiveness in Deep Reinforcement Learning | Sep 27, 2018 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Exploration by Uncertainty in Reward Space | Sep 27, 2018 | Atari GamesEfficient Exploration | —Unverified | 0 |
| A Convergent Variant of the Boltzmann Softmax Operator in Reinforcement Learning | Sep 27, 2018 | Atari GamesQ-Learning | —Unverified | 0 |
| Accelerated Value Iteration via Anderson Mixing | Sep 27, 2018 | Atari GamesQ-Learning | —Unverified | 0 |
| Low Precision Policy Distillation with Application to Low-Power, Real-time Sensation-Cognition-Action Loop with Neuromorphic Computing | Sep 25, 2018 | Atari Gamesreinforcement-learning | —Unverified | 0 |
| Object-sensitive Deep Reinforcement Learning | Sep 17, 2018 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Transparency and Explanation in Deep Reinforcement Learning Neural Networks | Sep 17, 2018 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Multi-task Deep Reinforcement Learning with PopArt | Sep 12, 2018 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Improving On-policy Learning with Statistical Reward Accumulation | Sep 7, 2018 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Monte Carlo Tree Search with Scalable Simulation Periods for Continuously Running Tasks | Sep 7, 2018 | Atari Games | —Unverified | 0 |
| Challenges of Context and Time in Reinforcement Learning: Introducing Space Fortress as a Benchmark | Sep 6, 2018 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Transferring Deep Reinforcement Learning with Adversarial Objective and Augmentation | Sep 4, 2018 | Atari GamesBoard Games | —Unverified | 0 |
| Visual Transfer between Atari Games using Competitive Reinforcement Learning | Sep 2, 2018 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Large-Scale Study of Curiosity-Driven Learning | Aug 13, 2018 | Atari GamesPrediction | CodeCode Available | 1 |
| Count-Based Exploration with the Successor Representation | Jul 31, 2018 | Atari GamesEfficient Exploration | CodeCode Available | 0 |
| Visual Analogies between Atari Games for Studying Transfer Learning in RL | Jul 29, 2018 | Atari GamesTransfer Learning | —Unverified | 0 |
| Safe Option-Critic: Learning Safety in the Option-Critic Architecture | Jul 21, 2018 | Atari GamesHierarchical Reinforcement Learning | CodeCode Available | 0 |
| An Intriguing Failing of Convolutional Neural Networks and the CoordConv Solution | Jul 9, 2018 | Atari GamesImage Classification | CodeCode Available | 0 |
| Deep Reinforcement Learning for Doom using Unsupervised Auxiliary Tasks | Jul 5, 2018 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Solving Atari Games Using Fractals And Entropy | Jul 3, 2018 | Atari Games | CodeCode Available | 0 |
| Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization | Jul 2, 2018 | Atari GamesReinforcement Learning | CodeCode Available | 0 |
| Deep Reinforcement Learning for NLP | Jul 1, 2018 | Atari Gamescoreference-resolution | —Unverified | 0 |
| RUDDER: Return Decomposition for Delayed Rewards | Jun 20, 2018 | Atari Gamesreinforcement-learning | CodeCode Available | 0 |
| Surprising Negative Results for Generative Adversarial Tree Search | Jun 15, 2018 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Improving width-based planning with compact policies | Jun 15, 2018 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
