| Near-Optimal Policy Identification in Robust Constrained Markov Decision Processes via Epigraph Form | Aug 29, 2024 | FormPolicy Gradient Methods | CodeCode Available | 0 |
| Reinforcement Learning for Causal Discovery without Acyclicity Constraints | Aug 24, 2024 | Causal DiscoveryEfficient Exploration | —Unverified | 0 |
| Deterministic Policy Gradient Primal-Dual Methods for Continuous-Space Constrained MDPs | Aug 19, 2024 | continuous-controlContinuous Control | —Unverified | 0 |
| From Imitation to Refinement -- Residual RL for Precise Assembly | Jul 23, 2024 | ChunkingPolicy Gradient Methods | —Unverified | 0 |
| PG-Rainbow: Using Distributional Reinforcement Learning in Policy Gradient Methods | Jul 18, 2024 | Atari GamesDecision Making | —Unverified | 0 |
| Towards Adapting Reinforcement Learning Agents to New Tasks: Insights from Q-Values | Jul 14, 2024 | Policy Gradient Methodsreinforcement-learning | —Unverified | 0 |
| Augmented Bayesian Policy Search | Jul 5, 2024 | Bayesian OptimizationLEMMA | —Unverified | 0 |
| Improving Reward-Conditioned Policies for Multi-Armed Bandits using Normalized Weight Functions | Jun 16, 2024 | Multi-Armed BanditsPolicy Gradient Methods | —Unverified | 0 |
| Current applications and potential future directions of reinforcement learning-based Digital Twins in agriculture | Jun 13, 2024 | Decision MakingManagement | —Unverified | 0 |
| Optimal Rates of Convergence for Entropy Regularization in Discounted Markov Decision Processes | Jun 6, 2024 | Policy Gradient Methods | —Unverified | 0 |