| Orbit: A Unified Simulation Framework for Interactive Robot Learning Environments | Jan 10, 2023 | GPUImitation Learning | CodeCode Available | 5 | 5 |
| FurnitureBench: Reproducible Real-World Benchmark for Long-Horizon Complex Manipulation | May 22, 2023 | Imitation LearningMotion Planning | CodeCode Available | 2 | 5 |
| LLM3:Large Language Model-based Task and Motion Planning with Motion Failure Reasoning | Mar 18, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 2 | 5 |
| AutoTAMP: Autoregressive Task and Motion Planning with LLMs as Translators and Checkers | Jun 10, 2023 | Motion PlanningTask and Motion Planning | CodeCode Available | 1 | 5 |
| Search-Based Task and Motion Planning for Hybrid Systems: Agile Autonomous Vehicles | Jan 25, 2023 | Autonomous DrivingAutonomous Navigation | CodeCode Available | 1 | 5 |
| CAMPs: Learning Context-Specific Abstractions for Efficient Planning in Factored MDPs | Jul 26, 2020 | Motion PlanningTask and Motion Planning | CodeCode Available | 1 | 5 |
| Extended Tree Search for Robot Task and Motion Planning | Mar 9, 2021 | Decision MakingMotion Planning | CodeCode Available | 1 | 5 |
| Learning compositional models of robot skills for task and motion planning | Jun 8, 2020 | Active LearningMotion Planning | CodeCode Available | 1 | 5 |
| Integrated Task and Motion Planning for Safe Legged Navigation in Partially Observable Environments | Oct 23, 2021 | Motion PlanningTask and Motion Planning | CodeCode Available | 1 | 5 |
| STRIPS Planning in Infinite Domains | Jan 1, 2017 | Motion PlanningTask and Motion Planning | CodeCode Available | 1 | 5 |
| STAP: Sequencing Task-Agnostic Policies | Oct 21, 2022 | Motion PlanningTask and Motion Planning | CodeCode Available | 1 | 5 |
| Learning to combine primitive skills: A step towards versatile robotic manipulation | Aug 2, 2019 | Data AugmentationImitation Learning | CodeCode Available | 1 | 5 |
| Learning Symbolic Operators for Task and Motion Planning | Feb 28, 2021 | Graph Neural NetworkMotion Planning | CodeCode Available | 1 | 5 |
| JEDAI: A System for Skill-Aligned Explainable Robot Planning | Oct 31, 2021 | Decision MakingMotion Planning | CodeCode Available | 1 | 5 |
| The ThreeDWorld Transport Challenge: A Visually Guided Task-and-Motion Planning Benchmark for Physically Realistic Embodied AI | Mar 25, 2021 | Motion PlanningTask and Motion Planning | CodeCode Available | 1 | 5 |
| Planning with Learned Object Importance in Large Problem Instances using Graph Neural Networks | Sep 11, 2020 | Graph Neural NetworkMotion Planning | CodeCode Available | 1 | 5 |
| Prime the search: Using large language models for guiding geometric task and motion planning by warm-starting tree search | Jun 8, 2025 | Common Sense ReasoningMotion Planning | CodeCode Available | 0 | 5 |
| Active model learning and diverse action sampling for task and motion planning | Mar 2, 2018 | Active LearningMotion Planning | CodeCode Available | 0 | 5 |
| Temporal and Semantic Evaluation Metrics for Foundation Models in Post-Hoc Analysis of Robotic Sub-tasks | Mar 25, 2024 | DescriptiveMotion Planning | CodeCode Available | 0 | 5 |
| Interpretable Responsibility Sharing as a Heuristic for Task and Motion Planning | Sep 9, 2024 | Decision MakingMotion Planning | CodeCode Available | 0 | 5 |
| Regret bounds for meta Bayesian optimization with an unknown Gaussian process prior | Nov 23, 2018 | Bayesian OptimizationMotion Planning | CodeCode Available | 0 | 5 |
| From Motion to Behavior: Hierarchical Modeling of Humanoid Generative Behavior Control | May 28, 2025 | Motion GenerationMotion Planning | —Unverified | 0 | 0 |
| From Real World to Logic and Back: Learning Generalizable Relational Concepts For Long Horizon Robot Planning | Feb 19, 2024 | Motion PlanningTask and Motion Planning | —Unverified | 0 | 0 |
| Grounded Vision-Language Interpreter for Integrated Task and Motion Planning | Jun 3, 2025 | Motion PlanningTask and Motion Planning | —Unverified | 0 | 0 |
| Guided Imitation of Task and Motion Planning | Dec 6, 2021 | Imitation LearningMotion Planning | —Unverified | 0 | 0 |
| LEAGUE: Guided Skill Learning and Abstraction for Long-Horizon Manipulation | Oct 23, 2022 | Deep Reinforcement LearningMotion Planning | —Unverified | 0 | 0 |
| Human-in-the-Loop Task and Motion Planning for Imitation Learning | Oct 24, 2023 | Imitation LearningMotion Planning | —Unverified | 0 | 0 |
| Hypergraph-based Multi-Robot Task and Motion Planning | Oct 9, 2022 | Motion PlanningObject Rearrangement | —Unverified | 0 | 0 |
| Imitating Task and Motion Planning with Visuomotor Transformers | May 25, 2023 | Imitation LearningMotion Planning | —Unverified | 0 | 0 |
| Integrated Task and Motion Planning | Oct 2, 2020 | Motion PlanningTask and Motion Planning | —Unverified | 0 | 0 |
| Integrating Task-Motion Planning with Reinforcement Learning for Robust Decision Making in Mobile Robots | Nov 21, 2018 | Decision MakingMotion Planning | —Unverified | 0 | 0 |
| KiloBot: A Programming Language for Deploying Perception-Guided Industrial Manipulators at Scale | Sep 5, 2024 | Industrial RobotsMotion Planning | —Unverified | 0 | 0 |
| λ: A Benchmark for Data-Efficiency in Long-Horizon Indoor Mobile Manipulation Robotics | Nov 28, 2024 | BenchmarkingDiversity | —Unverified | 0 | 0 |
| Language-Grounded Hierarchical Planning and Execution with Multi-Robot 3D Scene Graphs | Jun 9, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 | 0 |
| Learning Neuro-Symbolic Skills for Bilevel Planning | Jun 21, 2022 | Decision MakingMotion Planning | —Unverified | 0 | 0 |
| Learning Symbolic Operators: A Neurosymbolic Solution for Autonomous Disassembly of Electric Vehicle Battery | Jun 7, 2022 | Motion PlanningTask and Motion Planning | —Unverified | 0 | 0 |
| Learning to guide task and motion planning using score-space representation | Jul 26, 2018 | Motion PlanningTask and Motion Planning | —Unverified | 0 | 0 |
| Learning to Search in Task and Motion Planning with Streams | Nov 25, 2021 | Graph Neural NetworkMotion Planning | —Unverified | 0 | 0 |
| Leveraging Pre-trained Large Language Models with Refined Prompting for Online Task and Motion Planning | Apr 30, 2025 | Large Language ModelMotion Planning | —Unverified | 0 | 0 |
| Long-Horizon Manipulation of Unknown Objects via Task and Motion Planning with Estimated Affordances | Aug 9, 2021 | Grasp GenerationMotion Planning | —Unverified | 0 | 0 |
| Motion Reasoning for Goal-Based Imitation Learning | Nov 13, 2019 | Imitation LearningMotion Planning | —Unverified | 0 | 0 |
| Code-as-Symbolic-Planner: Foundation Model-Based Robot Planning via Symbolic Code Generation | Mar 3, 2025 | Code GenerationCommon Sense Reasoning | —Unverified | 0 | 0 |
| NOD-TAMP: Generalizable Long-Horizon Planning with Neural Object Descriptors | Nov 2, 2023 | DiversityMotion Planning | —Unverified | 0 | 0 |
| Object-Centric Task and Motion Planning in Dynamic Environments | Nov 12, 2019 | Motion PlanningObject | —Unverified | 0 | 0 |
| Ontology-driven Prompt Tuning for LLM-based Task and Motion Planning | Dec 10, 2024 | Motion PlanningTask and Motion Planning | —Unverified | 0 | 0 |
| Optimal task and motion planning and execution for human-robot multi-agent systems in dynamic environments | Mar 27, 2023 | Motion PlanningScheduling | —Unverified | 0 | 0 |
| Optimal Task and Motion Planning for Autonomous Systems Using Petri Nets | May 18, 2025 | Computational EfficiencyMotion Planning | —Unverified | 0 | 0 |
| Partially Observable Task and Motion Planning with Uncertainty and Risk Awareness | Mar 15, 2024 | Motion PlanningTask and Motion Planning | —Unverified | 0 | 0 |
| Planning with affordances: Integrating learned affordance models and symbolic planning | Feb 4, 2025 | Motion PlanningTask and Motion Planning | —Unverified | 0 | 0 |
| Policy-Guided Lazy Search with Feedback for Task and Motion Planning | Oct 25, 2022 | Motion PlanningTask and Motion Planning | —Unverified | 0 | 0 |