| Adaptive Decision Making at the Intersection for Autonomous Vehicles Based on Skill Discovery | Jul 24, 2022 | Autonomous DrivingAutonomous Vehicles | —Unverified | 0 |
| Step by step: a hierarchical framework for multi-hop knowledge graph reasoning with reinforcement learning | Jul 19, 2022 | Hierarchical Reinforcement LearningKnowledge Graphs | CodeCode Available | 0 |
| Learning Temporally Extended Skills in Continuous Domains as Symbolic Actions for Planning | Jul 11, 2022 | continuous-controlContinuous Control | —Unverified | 0 |
| Hierarchical Reinforcement Learning with Opponent Modeling for Distributed Multi-agent Cooperation | Jun 25, 2022 | Autonomous VehiclesDecision Making | —Unverified | 0 |
| Reinforcement Learning-enhanced Shared-account Cross-domain Sequential Recommendation | Jun 16, 2022 | Graph Neural NetworkHierarchical Reinforcement Learning | CodeCode Available | 0 |
| Matching options to tasks using Option-Indexed Hierarchical Reinforcement Learning | Jun 12, 2022 | Continual LearningHierarchical Reinforcement Learning | —Unverified | 0 |
| Deep Hierarchical Planning from Pixels | Jun 8, 2022 | Atari GamesHierarchical Reinforcement Learning | CodeCode Available | 1 |
| Fast Inference and Transfer of Compositional Task Structures for Few-shot Task Generalization | May 25, 2022 | Hierarchical Reinforcement LearningMeta Reinforcement Learning | —Unverified | 0 |
| A Learning Approach for Joint Design of Event-triggered Control and Power-Efficient Resource Allocation | May 14, 2022 | Hierarchical Reinforcement Learning | —Unverified | 0 |
| Developing cooperative policies for multi-stage reinforcement learning tasks | May 11, 2022 | Hierarchical Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Learning how to Interact with a Complex Interface using Hierarchical Reinforcement Learning | Apr 21, 2022 | Deep Reinforcement LearningHierarchical Reinforcement Learning | —Unverified | 0 |
| RL4ReAl: Reinforcement Learning for Register Allocation | Apr 5, 2022 | Hierarchical Reinforcement LearningMulti-agent Reinforcement Learning | —Unverified | 0 |
| Asynchronous, Option-Based Multi-Agent Policy Gradient: A Conditional Reasoning Approach | Mar 29, 2022 | Hierarchical Reinforcement LearningMulti-agent Reinforcement Learning | —Unverified | 0 |
| Possibility Before Utility: Learning And Using Hierarchical Affordances | Mar 23, 2022 | Hierarchical Reinforcement LearningNavigate | CodeCode Available | 1 |
| Hierarchical Reinforcement Learning of Locomotion Policies in Response to Approaching Objects: A Preliminary Study | Mar 20, 2022 | Deep Reinforcement LearningHierarchical Reinforcement Learning | —Unverified | 0 |
| On Credit Assignment in Hierarchical Reinforcement Learning | Mar 7, 2022 | Hierarchical Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| A Versatile Agent for Fast Learning from Human Instructors | Mar 1, 2022 | Hierarchical Reinforcement LearningImitation Learning | —Unverified | 0 |
| Hierarchical Reinforcement Learning with AI Planning Models | Mar 1, 2022 | Decision MakingHierarchical Reinforcement Learning | CodeCode Available | 0 |
| Robots Learn Increasingly Complex Tasks with Intrinsic Motivation and Automatic Curriculum Learning | Feb 11, 2022 | Hierarchical Reinforcement LearningImitation Learning | —Unverified | 0 |
| State-Conditioned Adversarial Subgoal Generation | Jan 24, 2022 | continuous-controlContinuous Control | —Unverified | 0 |
| The Paradox of Choice: Using Attention in Hierarchical Reinforcement Learning | Jan 24, 2022 | Decision MakingHierarchical Reinforcement Learning | CodeCode Available | 1 |
| A Family of Cognitively Realistic Parsing Environments for Deep Reinforcement Learning | Jan 16, 2022 | Deep Reinforcement LearningHierarchical Reinforcement Learning | —Unverified | 0 |
| Deep Reinforcement Learning, a textbook | Jan 4, 2022 | Autonomous DrivingDeep Reinforcement Learning | —Unverified | 0 |
| Learning multiple gaits of quadruped robot using hierarchical reinforcement learning | Dec 9, 2021 | Hierarchical Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| JueWu-MC: Playing Minecraft with Sample-efficient Hierarchical Reinforcement Learning | Dec 7, 2021 | Efficient ExplorationHierarchical Reinforcement Learning | —Unverified | 0 |
| Hierarchical Reinforcement Learning with Timed Subgoals | Dec 6, 2021 | Hierarchical Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Flexible Option Learning | Dec 6, 2021 | Deep Reinforcement LearningHierarchical Reinforcement Learning | CodeCode Available | 0 |
| SelectAugment: Hierarchical Deterministic Sample Selection for Data Augmentation | Dec 6, 2021 | Data AugmentationFine-Grained Image Recognition | —Unverified | 0 |
| Towards Personalization of User Preferences in Partially Observable Smart Home Environments | Dec 2, 2021 | Hierarchical Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| A Hierarchical Reinforcement Learning Based Optimization Framework for Large-scale Dynamic Pickup and Delivery Problems | Dec 1, 2021 | Hierarchical Reinforcement Learning | —Unverified | 0 |
| Spatially and Seamlessly Hierarchical Reinforcement Learning for State Space and Policy space in Autonomous Driving | Nov 10, 2021 | Autonomous DrivingHierarchical Reinforcement Learning | —Unverified | 0 |
| Value Function Spaces: Skill-Centric State Abstractions for Long-Horizon Reasoning | Nov 4, 2021 | Hierarchical Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Adjacency constraint for efficient hierarchical reinforcement learning | Oct 30, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| Landmark-Guided Subgoal Generation in Hierarchical Reinforcement Learning | Oct 26, 2021 | Efficient ExplorationHierarchical Reinforcement Learning | CodeCode Available | 1 |
| Hierarchical Skills for Efficient Exploration | Oct 20, 2021 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Socialbots on Fire: Modeling Adversarial Behaviors of Socialbots via Multi-Agent Hierarchical Reinforcement Learning | Oct 20, 2021 | Adversarial AttackHierarchical Reinforcement Learning | —Unverified | 0 |
| Provable Hierarchy-Based Meta-Reinforcement Learning | Oct 18, 2021 | DiversityHierarchical Reinforcement Learning | —Unverified | 0 |
| Wasserstein Unsupervised Reinforcement Learning | Oct 15, 2021 | Hierarchical Reinforcement LearningMuJoCo | —Unverified | 0 |
| A Framework for Learning to Request Rich and Contextually Useful Information from Humans | Oct 14, 2021 | Decision MakingHierarchical Reinforcement Learning | —Unverified | 0 |
| HAVEN: Hierarchical Cooperative Multi-Agent Reinforcement Learning with Dual Coordination Mechanism | Oct 14, 2021 | Hierarchical Reinforcement LearningMulti-agent Reinforcement Learning | —Unverified | 0 |
| Training Transition Policies via Distribution Matching for Complex Tasks | Oct 8, 2021 | Hierarchical Reinforcement LearningQ-Learning | CodeCode Available | 0 |
| Hierarchical Primitive Composition: Simultaneous Activation of Skills with Inconsistent Action Dimensions in Multiple Hierarchies | Oct 5, 2021 | Deep Reinforcement LearningHierarchical Reinforcement Learning | —Unverified | 0 |
| Multi-lane Cruising Using Hierarchical Planning and Reinforcement Learning | Oct 1, 2021 | Hierarchical Reinforcement LearningMotion Planning | —Unverified | 0 |
| Evolution Strategies as an Alternate Learning method for Hierarchical Reinforcement Learning | Sep 29, 2021 | Hierarchical Reinforcement LearningPolicy Gradient Methods | —Unverified | 0 |
| Weakly-Supervised Learning of Disentangled and Interpretable Skills for Hierarchical Reinforcement Learning | Sep 29, 2021 | DecoderHierarchical Reinforcement Learning | —Unverified | 0 |
| Learning When and What to Ask: a Hierarchical Reinforcement Learning Framework | Sep 29, 2021 | Hierarchical Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| From internal models toward metacognitive AI | Sep 27, 2021 | Hierarchical Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Generalization in Text-based Games via Hierarchical Reinforcement Learning | Sep 21, 2021 | Deep Reinforcement LearningHierarchical Reinforcement Learning | CodeCode Available | 0 |
| Context-Specific Representation Abstraction for Deep Option Learning | Sep 20, 2021 | Hierarchical Reinforcement Learning | CodeCode Available | 0 |
| HAC Explore: Accelerating Exploration with Hierarchical Reinforcement Learning | Aug 12, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
