| Direct Retrieval-augmented Optimization: Synergizing Knowledge Selection and Language Models | May 5, 2025 | Policy Gradient MethodsRAG | CodeCode Available | 3 |
| Ekar: An Explainable Method for Knowledge Aware Recommendation | Jun 22, 2019 | Knowledge-Aware RecommendationKnowledge Graphs | CodeCode Available | 2 |
| Proximal Policy Optimization Algorithms | Jul 20, 2017 | Continuous ControlDota 2 | CodeCode Available | 2 |
| Reevaluating Policy Gradient Methods for Imperfect-Information Games | Feb 13, 2025 | counterfactualDeep Reinforcement Learning | CodeCode Available | 1 |
| Fine-Tuning Discrete Diffusion Models with Policy Gradient Methods | Feb 3, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| 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 |
| Deep Policy Gradient Methods Without Batch Updates, Target Networks, or Replay Buffers | Nov 22, 2024 | AvgDeep Reinforcement Learning | CodeCode Available | 1 |
| StepTool: A Step-grained Reinforcement Learning Framework for Tool Learning in LLMs | Oct 10, 2024 | Information RetrievalPolicy Gradient Methods | CodeCode Available | 1 |
| Self-Improvement for Neural Combinatorial Optimization: Sample without Replacement, but Improvement | Mar 22, 2024 | Combinatorial OptimizationImitation Learning | CodeCode Available | 1 |
