| Divergence-Augmented Policy Optimization | Jan 25, 2025 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| An Attentive Graph Agent for Topology-Adaptive Cyber Defence | Jan 24, 2025 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| Multilinear Tensor Low-Rank Approximation for Policy-Gradient Methods in Reinforcement Learning | Jan 8, 2025 | Policy Gradient MethodsReinforcement Learning (RL) | CodeCode Available | 0 |
| Self-Interested Agents in Collaborative Learning: An Incentivized Adaptive Data-Centric Framework | Dec 9, 2024 | Bilevel OptimizationPolicy Gradient Methods | —Unverified | 0 |
| Reinforcement Learning: An Overview | Dec 6, 2024 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| BOTS: Batch Bayesian Optimization of Extended Thompson Sampling for Severely Episode-Limited RL Settings | Nov 30, 2024 | Bayesian OptimizationPolicy Gradient Methods | —Unverified | 0 |
| Solving Rubik's Cube Without Tricky Sampling | Nov 29, 2024 | Policy Gradient MethodsReinforcement Learning (RL) | —Unverified | 0 |
| Deep Policy Gradient Methods Without Batch Updates, Target Networks, or Replay Buffers | Nov 22, 2024 | AvgDeep Reinforcement Learning | CodeCode Available | 1 |
| Q-SFT: Q-Learning for Language Models via Supervised Fine-Tuning | Nov 7, 2024 | Offline RLPolicy Gradient Methods | —Unverified | 0 |
| Policy Gradient for Robust Markov Decision Processes | Oct 29, 2024 | Policy Gradient Methods | CodeCode Available | 0 |
| Truncating Trajectories in Monte Carlo Policy Evaluation: an Adaptive Approach | Oct 17, 2024 | Policy Gradient MethodsReinforcement Learning (RL) | —Unverified | 0 |
| StepTool: A Step-grained Reinforcement Learning Framework for Tool Learning in LLMs | Oct 10, 2024 | Information RetrievalPolicy Gradient Methods | CodeCode Available | 1 |
| Learning in complex action spaces without policy gradients | Oct 8, 2024 | Policy Gradient MethodsQ-Learning | —Unverified | 0 |
| Strongly-polynomial time and validation analysis of policy gradient methods | Sep 28, 2024 | Policy Gradient MethodsReinforcement Learning (RL) | —Unverified | 0 |
| Landscape of Policy Optimization for Finite Horizon MDPs with General State and Action | Sep 25, 2024 | Policy Gradient Methods | —Unverified | 0 |
| 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 |
