| ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates | Feb 10, 2025 | Hierarchical Reinforcement LearningLanguage Modeling | CodeCode Available | 4 |
| MacroHFT: Memory Augmented Context-aware Reinforcement Learning On High Frequency Trading | Jun 20, 2024 | Algorithmic TradingDecision Making | CodeCode Available | 2 |
| SkillBlender: Towards Versatile Humanoid Whole-Body Loco-Manipulation via Skill Blending | Jun 11, 2025 | Hierarchical Reinforcement LearningHumanoid Control | CodeCode Available | 2 |
| Joint Admission Control and Resource Allocation of Virtual Network Embedding via Hierarchical Deep Reinforcement Learning | Jun 25, 2024 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 2 |
| A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning | Dec 12, 2010 | Bayesian OptimizationHierarchical Reinforcement Learning | CodeCode Available | 2 |
| Divide and Conquer: Grounding LLMs as Efficient Decision-Making Agents via Offline Hierarchical Reinforcement Learning | May 26, 2025 | Decision MakingHierarchical Reinforcement Learning | CodeCode Available | 2 |
| H-TSP: Hierarchically Solving the Large-Scale Travelling Salesman Problem | Apr 19, 2023 | Deep Reinforcement LearningHierarchical Reinforcement Learning | CodeCode Available | 1 |
| Hierarchical Reinforcement Learning for Power Network Topology Control | Nov 3, 2023 | AllHierarchical Reinforcement Learning | CodeCode Available | 1 |
| Item-Difficulty-Aware Learning Path Recommendation: From a Real Walking Perspective | Aug 24, 2024 | Hierarchical Reinforcement Learning | CodeCode Available | 1 |
| EarnHFT: Efficient Hierarchical Reinforcement Learning for High Frequency Trading | Sep 22, 2023 | Algorithmic TradingHierarchical Reinforcement Learning | CodeCode Available | 1 |
| Hierarchical and Partially Observable Goal-driven Policy Learning with Goals Relational Graph | Mar 1, 2021 | Hierarchical Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 1 |
| Hierarchical Reinforcement Learning By Discovering Intrinsic Options | Jan 16, 2021 | Hierarchical Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Hierarchical Reinforcement Learning with Timed Subgoals | Dec 6, 2021 | Hierarchical Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Hierarchical Skills for Efficient Exploration | Oct 20, 2021 | continuous-controlContinuous Control | CodeCode Available | 1 |
| DHRL: A Graph-Based Approach for Long-Horizon and Sparse Hierarchical Reinforcement Learning | Oct 11, 2022 | Hierarchical Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Forgetful Experience Replay in Hierarchical Reinforcement Learning from Demonstrations | Jun 17, 2020 | Deep Reinforcement LearningHierarchical Reinforcement Learning | CodeCode Available | 1 |
| Chain-of-Choice Hierarchical Policy Learning for Conversational Recommendation | Oct 27, 2023 | AttributeConversational Recommendation | CodeCode Available | 1 |
| Certified Reinforcement Learning with Logic Guidance | Feb 2, 2019 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 |
| Curious Hierarchical Actor-Critic Reinforcement Learning | May 7, 2020 | BenchmarkingHierarchical Reinforcement Learning | CodeCode Available | 1 |
| Deep Hierarchical Planning from Pixels | Jun 8, 2022 | Atari GamesHierarchical Reinforcement Learning | CodeCode Available | 1 |
| DHRL-FNMR: An Intelligent Multicast Routing Approach Based on Deep Hierarchical Reinforcement Learning in SDN | May 30, 2023 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Combinatorial Optimization by Graph Pointer Networks and Hierarchical Reinforcement Learning | Nov 12, 2019 | Combinatorial OptimizationGraph Embedding | CodeCode Available | 1 |
| From Scratch to Sketch: Deep Decoupled Hierarchical Reinforcement Learning for Robotic Sketching Agent | Aug 9, 2022 | Hierarchical Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Generating Adjacency-Constrained Subgoals in Hierarchical Reinforcement Learning | Jun 20, 2020 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-Exploration | Aug 3, 2024 | Hierarchical Reinforcement LearningKnowledge Graphs | CodeCode Available | 1 |
