| Generating Adjacency-Constrained Subgoals in Hierarchical Reinforcement Learning | Jun 20, 2020 | continuous-controlContinuous Control | CodeCode Available | 1 | 5 |
| Hierarchical and Partially Observable Goal-driven Policy Learning with Goals Relational Graph | Mar 1, 2021 | Hierarchical Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 1 | 5 |
| The Paradox of Choice: Using Attention in Hierarchical Reinforcement Learning | Jan 24, 2022 | Decision MakingHierarchical Reinforcement Learning | CodeCode Available | 1 | 5 |
| Trajectory Planning for Autonomous Vehicles Using Hierarchical Reinforcement Learning | Nov 9, 2020 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 | 5 |
| Hierarchical Reinforcement Learning By Discovering Intrinsic Options | Jan 16, 2021 | Hierarchical Reinforcement Learningreinforcement-learning | CodeCode Available | 1 | 5 |
| Combinatorial Optimization by Graph Pointer Networks and Hierarchical Reinforcement Learning | Nov 12, 2019 | Combinatorial OptimizationGraph Embedding | CodeCode Available | 1 | 5 |
| Hierarchical Reinforcement Learning with Timed Subgoals | Dec 6, 2021 | Hierarchical Reinforcement Learningreinforcement-learning | CodeCode Available | 1 | 5 |
| Certified Reinforcement Learning with Logic Guidance | Feb 2, 2019 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 | 5 |
| Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-Exploration | Aug 3, 2024 | Hierarchical Reinforcement LearningKnowledge Graphs | CodeCode Available | 1 | 5 |
| Curious Hierarchical Actor-Critic Reinforcement Learning | May 7, 2020 | BenchmarkingHierarchical Reinforcement Learning | CodeCode Available | 1 | 5 |
| H-TSP: Hierarchically Solving the Large-Scale Travelling Salesman Problem | Apr 19, 2023 | Deep Reinforcement LearningHierarchical Reinforcement Learning | CodeCode Available | 1 | 5 |
| Chain-of-Choice Hierarchical Policy Learning for Conversational Recommendation | Oct 27, 2023 | AttributeConversational Recommendation | CodeCode Available | 1 | 5 |
| Interactive Character Control with Auto-Regressive Motion Diffusion Models | Jun 1, 2023 | Hierarchical Reinforcement LearningImage Generation | CodeCode Available | 1 | 5 |
| Deep Hierarchical Planning from Pixels | Jun 8, 2022 | Atari GamesHierarchical Reinforcement Learning | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Hierarchical Skills for Efficient Exploration | Oct 20, 2021 | continuous-controlContinuous Control | CodeCode Available | 1 | 5 |
| Logically-Constrained Reinforcement Learning | Jan 24, 2018 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 | 5 |
| Learning Multi-Level Hierarchies with Hindsight | Dec 4, 2017 | Decision MakingHierarchical Reinforcement Learning | CodeCode Available | 1 | 5 |
| Reinforcement Learning for Temporal Logic Control Synthesis with Probabilistic Satisfaction Guarantees | Sep 11, 2019 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 | 5 |
| Multi-Turn Code Generation Through Single-Step Rewards | Feb 27, 2025 | Code GenerationHierarchical Reinforcement Learning | CodeCode Available | 1 | 5 |
| Option Discovery using Deep Skill Chaining | May 1, 2020 | continuous-controlContinuous Control | CodeCode Available | 1 | 5 |
| Hierarchical Meta Reinforcement Learning for Multi-Task Environments | Jan 1, 2021 | Deep Reinforcement LearningHierarchical Reinforcement Learning | CodeCode Available | 0 | 5 |
| Hierarchical Reinforcement Learning for Concurrent Discovery of Compound and Composable Policies | May 23, 2019 | Hierarchical Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| HG2P: Hippocampus-inspired High-reward Graph and Model-Free Q-Gradient Penalty for Path Planning and Motion Control | Oct 12, 2024 | Hierarchical Reinforcement LearningHippocampus | CodeCode Available | 0 | 5 |
| Semantic RL with Action Grammars: Data-Efficient Learning of Hierarchical Task Abstractions | Jul 29, 2019 | Hierarchical Reinforcement LearningLogical Reasoning | CodeCode Available | 0 | 5 |