| Diverse Imitation Learning via Self-OrganizingGenerative Models | Sep 29, 2021 | Imitation LearningMuJoCo | —Unverified | 0 |
| Evaluating Robustness of Cooperative MARL | Sep 29, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| Fight fire with fire: countering bad shortcuts in imitation learning with good shortcuts | Sep 29, 2021 | Autonomous Drivingcontinuous-control | —Unverified | 0 |
| Hypothesis Driven Coordinate Ascent for Reinforcement Learning | Sep 29, 2021 | MuJoCoOpenAI Gym | —Unverified | 0 |
| Maximizing Ensemble Diversity in Deep Reinforcement Learning | Sep 29, 2021 | Atari GamesDecision Making | —Unverified | 0 |
| OVD-Explorer: A General Information-theoretic Exploration Approach for Reinforcement Learning | Sep 29, 2021 | MuJoCoreinforcement-learning | —Unverified | 0 |
| SPP-RL: State Planning Policy Reinforcement Learning | Sep 29, 2021 | MuJoCoreinforcement-learning | —Unverified | 0 |
| Efficiently Training On-Policy Actor-Critic Networks in Robotic Deep Reinforcement Learning with Demonstration-like Sampled Exploration | Sep 27, 2021 | Deep Reinforcement LearningMuJoCo | —Unverified | 0 |
| Improved Soft Actor-Critic: Mixing Prioritized Off-Policy Samples with On-Policy Experience | Sep 24, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| Parameter-free Reduction of the Estimation Bias in Deep Reinforcement Learning for Deterministic Policy Gradients | Sep 24, 2021 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Membership Inference Attacks Against Temporally Correlated Data in Deep Reinforcement Learning | Sep 8, 2021 | Adversarial Attackcontinuous-control | —Unverified | 0 |
| Hindsight Reward Tweaking via Conditional Deep Reinforcement Learning | Sep 6, 2021 | Deep Reinforcement LearningMuJoCo | —Unverified | 0 |
| Improved Robustness and Safety for Pre-Adaptation of Meta Reinforcement Learning with Prior Regularization | Aug 19, 2021 | Autonomous VehiclesDecision Making | —Unverified | 0 |
| A general class of surrogate functions for stable and efficient reinforcement learning | Aug 12, 2021 | MuJoCoPolicy Gradient Methods | CodeCode Available | 0 |
| A Pragmatic Look at Deep Imitation Learning | Aug 4, 2021 | Behavioural cloningD4RL | —Unverified | 0 |
| Understanding Adversarial Attacks on Observations in Deep Reinforcement Learning | Jun 30, 2021 | Deep Reinforcement LearningMuJoCo | CodeCode Available | 0 |
| On the Benefits of Inducing Local Lipschitzness for Robust Generative Adversarial Imitation Learning | Jun 30, 2021 | Imitation LearningMuJoCo | —Unverified | 0 |
| SparseDice: Imitation Learning for Temporally Sparse Data via Regularization | Jun 13, 2021 | Imitation LearningMuJoCo | —Unverified | 0 |
| Keyframe-Focused Visual Imitation Learning | Jun 11, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| Average-Reward Reinforcement Learning with Trust Region Methods | Jun 7, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| SoftDICE for Imitation Learning: Rethinking Off-policy Distribution Matching | Jun 6, 2021 | Imitation LearningMuJoCo | —Unverified | 0 |
| DisTop: Discovering a Topological representation to learn diverse and rewarding skills | Jun 6, 2021 | Deep Reinforcement LearningHierarchical Reinforcement Learning | —Unverified | 0 |
| Regret Minimization Experience Replay in Off-Policy Reinforcement Learning | May 15, 2021 | MuJoCoreinforcement-learning | CodeCode Available | 0 |
| Estimating Disentangled Belief about Hidden State and Hidden Task for Meta-RL | May 14, 2021 | Inductive BiasMeta Reinforcement Learning | —Unverified | 0 |
| Context-Based Soft Actor Critic for Environments with Non-stationary Dynamics | May 7, 2021 | continuous-controlContinuous Control | CodeCode Available | 0 |