| Task and Situation Structures for Service Agent Planning | Jul 27, 2021 | Task Planning | —Unverified | 0 | 0 |
| Task planning and explanation with virtual actions | Jan 10, 2022 | Task Planning | —Unverified | 0 | 0 |
| Task Planning in Robotics: an Empirical Comparison of PDDL-based and ASP-based Systems | Apr 23, 2018 | Robot Task PlanningTask Planning | —Unverified | 0 | 0 |
| Task Planning Support for Arborists and Foresters: Comparing Deep Learning Approaches for Tree Inventory and Tree Vitality Assessment Based on UAV-Data | Jul 4, 2023 | Task Planning | —Unverified | 0 | 0 |
| Task Tree Retrieval For Robotic Cooking | Nov 27, 2023 | RetrievalTask Planning | —Unverified | 0 | 0 |
| EMOS: Embodiment-aware Heterogeneous Multi-robot Operating System with LLM Agents | Oct 30, 2024 | Large Language ModelObject Rearrangement | —Unverified | 0 | 0 |
| The Future of Intelligent Healthcare: A Systematic Analysis and Discussion on the Integration and Impact of Robots Using Large Language Models for Healthcare | Nov 5, 2024 | Task Planning | —Unverified | 0 | 0 |
| The role of haptic communication in dyadic collaborative object manipulation tasks | Mar 2, 2022 | Task Planning | —Unverified | 0 | 0 |
| This&That: Language-Gesture Controlled Video Generation for Robot Planning | Jul 8, 2024 | Task PlanningVideo Generation | —Unverified | 0 | 0 |
| Time is on my sight: scene graph filtering for dynamic environment perception in an LLM-driven robot | Nov 22, 2024 | Object LocalizationTask Planning | —Unverified | 0 | 0 |
| Toward Efficient Task Planning for Dual-Arm Tabletop Object Rearrangement | Jul 17, 2022 | ObjectObject Rearrangement | —Unverified | 0 | 0 |
| Towards AI Search Paradigm | Jun 20, 2025 | Decision MakingRetrieval-augmented Generation | —Unverified | 0 | 0 |
| Towards Bridging the Gap between High-Level Reasoning and Execution on Robots | Dec 30, 2023 | Task Planning | —Unverified | 0 | 0 |
| Towards Combining HTN Planning and Geometric Task Planning | Jul 4, 2013 | Task Planning | —Unverified | 0 | 0 |
| Towards Robust and Secure Embodied AI: A Survey on Vulnerabilities and Attacks | Feb 18, 2025 | Adversarial AttackAutonomous Vehicles | —Unverified | 0 | 0 |
| TPTU: Large Language Model-based AI Agents for Task Planning and Tool Usage | Aug 7, 2023 | Language ModelingLanguage Modelling | —Unverified | 0 | 0 |
| TPTU-v2: Boosting Task Planning and Tool Usage of Large Language Model-based Agents in Real-world Systems | Nov 19, 2023 | In-Context LearningLanguage Modeling | —Unverified | 0 | 0 |
| Transporters with Visual Foresight for Solving Unseen Rearrangement Tasks | Feb 22, 2022 | Imitation LearningMulti-Task Learning | —Unverified | 0 | 0 |
| Tree-of-Code: A Hybrid Approach for Robust Complex Task Planning and Execution | Dec 18, 2024 | Code GenerationTask Planning | —Unverified | 0 | 0 |
| Tree-Planner: Efficient Close-loop Task Planning with Large Language Models | Oct 12, 2023 | Decision MakingTask Planning | —Unverified | 0 | 0 |
| Tru-POMDP: Task Planning Under Uncertainty via Tree of Hypotheses and Open-Ended POMDPs | Jun 3, 2025 | ObjectObject Rearrangement | —Unverified | 0 | 0 |
| TwoStep: Multi-agent Task Planning using Classical Planners and Large Language Models | Mar 25, 2024 | Task Planning | —Unverified | 0 | 0 |
| Understanding Multimodal Procedural Knowledge by Sequencing Multimodal Instructional Manuals | Nov 16, 2021 | Common Sense ReasoningOpen-Ended Question Answering | —Unverified | 0 | 0 |
| Understanding Physical Properties of Unseen Deformable Objects by Leveraging Large Language Models and Robot Actions | Jun 4, 2025 | Motion PlanningTask and Motion Planning | —Unverified | 0 | 0 |
| Understanding Multimodal Procedural Knowledge by Sequencing Multimodal Instructional Manuals | Oct 16, 2021 | Common Sense ReasoningOpen-Ended Question Answering | —Unverified | 0 | 0 |
| Unified Task and Motion Planning using Object-centric Abstractions of Motion Constraints | Dec 29, 2023 | Computational EfficiencyHeuristic Search | —Unverified | 0 | 0 |
| Unmanned Aerial Systems for Wildland and Forest Fires | Apr 28, 2020 | Task Planning | —Unverified | 0 | 0 |
| Using Human-Guided Causal Knowledge for More Generalized Robot Task Planning | Oct 9, 2021 | Robot Task PlanningTask Planning | —Unverified | 0 | 0 |
| Using Knowledge Representation and Task Planning for Robot-agnostic Skills on the Example of Contact-Rich Wiping Tasks | Aug 27, 2023 | PositionTask Planning | —Unverified | 0 | 0 |
| VeriGraph: Scene Graphs for Execution Verifiable Robot Planning | Nov 15, 2024 | Robot Task PlanningTask Planning | —Unverified | 0 | 0 |
| VipAct: Visual-Perception Enhancement via Specialized VLM Agent Collaboration and Tool-use | Oct 21, 2024 | Image CaptioningTask Planning | —Unverified | 0 | 0 |
| MaCTG: Multi-Agent Collaborative Thought Graph for Automatic Programming | Oct 25, 2024 | Code GenerationHallucination | —Unverified | 0 | 0 |
| Visual Environment-Interactive Planning for Embodied Complex-Question Answering | Apr 1, 2025 | Question AnsweringTask Planning | —Unverified | 0 | 0 |
| VLA-OS: Structuring and Dissecting Planning Representations and Paradigms in Vision-Language-Action Models | Jun 21, 2025 | Action GenerationContinual Learning | —Unverified | 0 | 0 |
| VLM See, Robot Do: Human Demo Video to Robot Action Plan via Vision Language Model | Oct 11, 2024 | Common Sense ReasoningLanguage Modeling | —Unverified | 0 | 0 |
| VoicePilot: Harnessing LLMs as Speech Interfaces for Physically Assistive Robots | Apr 5, 2024 | Code GenerationTask Planning | —Unverified | 0 | 0 |
| Vote-Tree-Planner: Optimizing Execution Order in LLM-based Task Planning Pipeline via Voting | Feb 13, 2025 | Decision MakingTask Planning | —Unverified | 0 | 0 |
| WorkR: Occupation Inference for Intelligent Task Assistance | Jul 26, 2024 | ManagementTask Planning | —Unverified | 0 | 0 |
| WorldCoder, a Model-Based LLM Agent: Building World Models by Writing Code and Interacting with the Environment | Feb 19, 2024 | Program SynthesisTask Planning | —Unverified | 0 | 0 |
| World Modeling Makes a Better Planner: Dual Preference Optimization for Embodied Task Planning | Mar 13, 2025 | Task Planning | —Unverified | 0 | 0 |
| You Don't Know When I Will Arrive: Unpredictable Controller Synthesis for Temporal Logic Tasks | Nov 23, 2022 | Robot Task PlanningTask Planning | —Unverified | 0 | 0 |
| Towards Coarse-grained Visual Language Navigation Task Planning Enhanced by Event Knowledge Graph | Aug 5, 2024 | Language ModellingLarge Language Model | —Unverified | 0 | 0 |
| Zero-shot Robotic Manipulation with Language-guided Instruction and Formal Task Planning | Jan 25, 2025 | Motion PlanningTask and Motion Planning | —Unverified | 0 | 0 |
| REI-Bench: Can Embodied Agents Understand Vague Human Instructions in Task Planning? | May 16, 2025 | Large Language ModelRobot Task Planning | —Unverified | 0 | 0 |
| ChemGraph: An Agentic Framework for Computational Chemistry Workflows | Jun 3, 2025 | Computational chemistryGraph Neural Network | —Unverified | 0 | 0 |
| VIKI-R: Coordinating Embodied Multi-Agent Cooperation via Reinforcement Learning | Jun 10, 2025 | Task PlanningVisual Reasoning | —Unverified | 0 | 0 |
| 3D-Grounded Vision-Language Framework for Robotic Task Planning: Automated Prompt Synthesis and Supervised Reasoning | Feb 13, 2025 | Code GenerationScene Understanding | —Unverified | 0 | 0 |
| 3D-MoE: A Mixture-of-Experts Multi-modal LLM for 3D Vision and Pose Diffusion via Rectified Flow | Jan 28, 2025 | Instruction FollowingMixture-of-Experts | —Unverified | 0 | 0 |
| A^2-UAV: Application-Aware Content and Network Optimization of Edge-Assisted UAV Systems | Jan 16, 2023 | image-classificationImage Classification | —Unverified | 0 | 0 |
| A Categorical Representation Language and Computational System for Knowledge-Based Planning | May 26, 2023 | Knowledge GraphsTask Planning | —Unverified | 0 | 0 |