| VoicePilot: Harnessing LLMs as Speech Interfaces for Physically Assistive Robots | Apr 5, 2024 | Code GenerationTask Planning | —Unverified | 0 |
| Vote-Tree-Planner: Optimizing Execution Order in LLM-based Task Planning Pipeline via Voting | Feb 13, 2025 | Decision MakingTask Planning | —Unverified | 0 |
| WorkR: Occupation Inference for Intelligent Task Assistance | Jul 26, 2024 | ManagementTask Planning | —Unverified | 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 |
| World Modeling Makes a Better Planner: Dual Preference Optimization for Embodied Task Planning | Mar 13, 2025 | Task Planning | —Unverified | 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 |
| Towards Coarse-grained Visual Language Navigation Task Planning Enhanced by Event Knowledge Graph | Aug 5, 2024 | Language ModellingLarge Language Model | —Unverified | 0 |
| PhysBench: Benchmarking and Enhancing Vision-Language Models for Physical World Understanding | Jan 27, 2025 | BenchmarkingCommon Sense Reasoning | —Unverified | 0 |
| PIPA: A Unified Evaluation Protocol for Diagnosing Interactive Planning Agents | May 2, 2025 | Instruction FollowingResponse Generation | —Unverified | 0 |
| Plan Explicability and Predictability for Robot Task Planning | Nov 25, 2015 | Motion PlanningRobot Task Planning | —Unverified | 0 |
| Planning and Control of Multi-Robot-Object Systems under Temporal Logic Tasks and Uncertain Dynamics | Apr 25, 2022 | Robot NavigationTask Planning | —Unverified | 0 |
| Plan with Code: Comparing approaches for robust NL to DSL generation | Aug 15, 2024 | Code GenerationHallucination | —Unverified | 0 |
| P-RAG: Progressive Retrieval Augmented Generation For Planning on Embodied Everyday Task | Sep 17, 2024 | Large Language ModelRAG | —Unverified | 0 |
| Precise but Natural Specification for Robot Tasks | Mar 6, 2018 | Task Planning | —Unverified | 0 |
| Prioritize Team Actions: Multi-Agent Temporal Logic Task Planning with Ordering Constraints | Mar 26, 2024 | Task Planning | —Unverified | 0 |
| ProgPrompt: Generating Situated Robot Task Plans using Large Language Models | Sep 22, 2022 | Task Planning | —Unverified | 0 |
| RapidPen: Fully Automated IP-to-Shell Penetration Testing with LLM-based Agents | Feb 23, 2025 | Task Planning | —Unverified | 0 |
| One-Shot Real-to-Sim via End-to-End Differentiable Simulation and Rendering | Nov 29, 2024 | BenchmarkingObject | —Unverified | 0 |
| Relative velocity-based reward functions for crowd navigation of robots | Dec 28, 2021 | Electrical EngineeringTask Planning | —Unverified | 0 |
| Relevance for Human Robot Collaboration | Sep 12, 2024 | Dimensionality ReductionScene Understanding | —Unverified | 0 |
| REMAC: Self-Reflective and Self-Evolving Multi-Agent Collaboration for Long-Horizon Robot Manipulation | Mar 28, 2025 | Robot ManipulationTask Planning | —Unverified | 0 |
| RescueADI: Adaptive Disaster Interpretation in Remote Sensing Images with Autonomous Agents | Oct 17, 2024 | Question AnsweringTask Planning | —Unverified | 0 |
| Robo2VLM: Visual Question Answering from Large-Scale In-the-Wild Robot Manipulation Datasets | May 21, 2025 | Dataset GenerationDescriptive | —Unverified | 0 |
| RoboBrain: A Unified Brain Model for Robotic Manipulation from Abstract to Concrete | Feb 28, 2025 | Task PlanningTrajectory Prediction | —Unverified | 0 |
| RoboGPT: an intelligent agent of making embodied long-term decisions for daily instruction tasks | Nov 27, 2023 | Common Sense ReasoningTask Planning | —Unverified | 0 |
| RoboPARA: Dual-Arm Robot Planning with Parallel Allocation and Recomposition Across Tasks | Jun 7, 2025 | Large Language ModelTask Planning | —Unverified | 0 |
| RoboScript: Code Generation for Free-Form Manipulation Tasks across Real and Simulation | Feb 22, 2024 | Code GenerationCommon Sense Reasoning | —Unverified | 0 |
| Robo-Troj: Attacking LLM-based Task Planners | Apr 23, 2025 | Backdoor AttackDiversity | —Unverified | 0 |
| Robot Task Planning and Situation Handling in Open Worlds | Oct 4, 2022 | Common Sense ReasoningRobot Task Planning | —Unverified | 0 |
| Robust Planning for Human-Robot Joint Tasks with Explicit Reasoning on Human Mental State | Oct 17, 2022 | Task Planning | —Unverified | 0 |
| Probabilistically Correct Language-based Multi-Robot Planning using Conformal Prediction | Feb 23, 2024 | Conformal PredictionTask Planning | —Unverified | 0 |
| Safety Aware Task Planning via Large Language Models in Robotics | Mar 19, 2025 | Task Planning | —Unverified | 0 |
| SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning | Jul 12, 2023 | Robot Task PlanningTask Planning | —Unverified | 0 |
| Scalable Hierarchical Reinforcement Learning for Hyper Scale Multi-Robot Task Planning | Dec 27, 2024 | counterfactualHierarchical Reinforcement Learning | —Unverified | 0 |
| Scaling Autonomous Agents via Automatic Reward Modeling And Planning | Feb 17, 2025 | Decision MakingMathematical Problem-Solving | —Unverified | 0 |
| Nl2Hltl2Plan: Scaling Up Natural Language Understanding for Multi-Robots Through Hierarchical Temporal Logic Task Representation | Aug 15, 2024 | Natural Language UnderstandingRobot Task Planning | —Unverified | 0 |
| Self-Corrective Task Planning by Inverse Prompting with Large Language Models | Mar 10, 2025 | Robot Task PlanningTask Planning | —Unverified | 0 |
| Self Generated Wargame AI: Double Layer Agent Task Planning Based on Large Language Model | Dec 2, 2023 | Decision MakingLanguage Modeling | —Unverified | 0 |
| Semantically Aligned Task Decomposition in Multi-Agent Reinforcement Learning | May 18, 2023 | Decision MakingDiversity | —Unverified | 0 |
| Semantic SLAM with Autonomous Object-Level Data Association | Nov 20, 2020 | ObjectSemantic SLAM | —Unverified | 0 |
| SIFToM: Robust Spoken Instruction Following through Theory of Mind | Sep 17, 2024 | Instruction FollowingTask Planning | —Unverified | 0 |
| Skill Transformer: A Monolithic Policy for Mobile Manipulation | Aug 19, 2023 | Task Planning | —Unverified | 0 |
| SMarTplan: a Task Planner for Smart Factories | Jun 19, 2018 | Task Planning | —Unverified | 0 |
| Socratic Planner: Self-QA-Based Zero-Shot Planning for Embodied Instruction Following | Apr 21, 2024 | In-Context LearningInstruction Following | —Unverified | 0 |
| SPASS: Scientific Prominence Active Search System with Deep Image Captioning Network | Sep 10, 2018 | Image CaptioningTask Planning | —Unverified | 0 |
| SpatialCoT: Advancing Spatial Reasoning through Coordinate Alignment and Chain-of-Thought for Embodied Task Planning | Jan 17, 2025 | Spatial ReasoningTask Planning | —Unverified | 0 |
| Specification mining and automated task planning for autonomous robots based on a graph-based spatial temporal logic | Jul 16, 2020 | Task Planning | —Unverified | 0 |
| STAR: A Foundation Model-driven Framework for Robust Task Planning and Failure Recovery in Robotic Systems | Mar 8, 2025 | Information RetrievalKnowledge Graphs | —Unverified | 0 |
| STMA: A Spatio-Temporal Memory Agent for Long-Horizon Embodied Task Planning | Feb 14, 2025 | Decision MakingSpatial Reasoning | —Unverified | 0 |
| Structured Preference Optimization for Vision-Language Long-Horizon Task Planning | Feb 28, 2025 | Task PlanningVisual Grounding | —Unverified | 0 |