| 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 |
| Neural Inventory Control in Networks via Hindsight Differentiable Policy Optimization | Jun 20, 2023 | Deep Reinforcement LearningManagement | CodeCode Available | 1 |
| Efficient Diffusion Policies for Offline Reinforcement Learning | May 31, 2023 | D4RLOffline RL | CodeCode Available | 1 |
| Policy Gradient Methods in the Presence of Symmetries and State Abstractions | May 9, 2023 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Online Portfolio Management via Deep Reinforcement Learning with High-Frequency Data | May 1, 2023 | Deep Reinforcement LearningManagement | CodeCode Available | 1 |
| Partial advantage estimator for proximal policy optimization | Jan 26, 2023 | MuJoCoPolicy Gradient Methods | CodeCode Available | 1 |
| Is Reinforcement Learning (Not) for Natural Language Processing: Benchmarks, Baselines, and Building Blocks for Natural Language Policy Optimization | Oct 3, 2022 | Decision MakingPolicy Gradient Methods | CodeCode Available | 1 |
| Continuous MDP Homomorphisms and Homomorphic Policy Gradient | Sep 15, 2022 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Reactive Exploration to Cope with Non-Stationarity in Lifelong Reinforcement Learning | Jul 12, 2022 | Lifelong learningPolicy Gradient Methods | CodeCode Available | 1 |
| The Sufficiency of Off-Policyness and Soft Clipping: PPO is still Insufficient according to an Off-Policy Measure | May 20, 2022 | Efficient ExplorationPolicy Gradient Methods | CodeCode Available | 1 |
| Episodic Policy Gradient Training | Dec 3, 2021 | Policy Gradient MethodsScheduling | CodeCode Available | 1 |
| Transform2Act: Learning a Transform-and-Control Policy for Efficient Agent Design | Oct 7, 2021 | Decision MakingPolicy Gradient Methods | CodeCode Available | 1 |
| Learning Opinion Summarizers by Selecting Informative Reviews | Sep 9, 2021 | Few-Shot LearningOpinion Summarization | CodeCode Available | 1 |
| Model-free Policy Learning with Reward Gradients | Mar 9, 2021 | Continuous Controlmodel | CodeCode Available | 1 |
| An Efficient Asynchronous Method for Integrating Evolutionary and Gradient-based Policy Search | Dec 10, 2020 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Learning Multi-Agent Communication through Structured Attentive Reasoning | Dec 1, 2020 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
