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| BAIL: Best-Action Imitation Learning for Batch Deep Reinforcement Learning | Oct 27, 2019 | Deep Reinforcement LearningImitation Learning | CodeCode Available | 0 |
| Unifying Variational Inference and PAC-Bayes for Supervised Learning that Scales | Oct 23, 2019 | MuJoCoVariational Inference | CodeCode Available | 0 |
| VariBAD: A Very Good Method for Bayes-Adaptive Deep RL via Meta-Learning | Oct 18, 2019 | Meta-LearningMuJoCo | CodeCode Available | 1 |
| On the Expressivity of Neural Networks for Deep Reinforcement Learning | Oct 14, 2019 | Deep Reinforcement LearningMuJoCo | CodeCode Available | 0 |
| Hierarchical Reinforcement Learning with Advantage-Based Auxiliary Rewards | Oct 10, 2019 | Hierarchical Reinforcement LearningMuJoCo | CodeCode Available | 0 |
| Multi-step Greedy Reinforcement Learning Algorithms | Oct 7, 2019 | Continuous ControlGame of Go | —Unverified | 0 |
| Learning Calibratable Policies using Programmatic Style-Consistency | Oct 2, 2019 | Imitation LearningMuJoCo | CodeCode Available | 0 |
| Formal Language Constraints for Markov Decision Processes | Oct 2, 2019 | Atari GamesMuJoCo | CodeCode Available | 0 |
| Improving Sample Efficiency in Model-Free Reinforcement Learning from Images | Oct 2, 2019 | Image ReconstructionMuJoCo | CodeCode Available | 1 |