SOTAVerified

Robot Task Planning

Papers

Showing 125 of 48 papers

TitleStatusHype
3D Dynamic Scene Graphs: Actionable Spatial Perception with Places, Objects, and HumansCode2
Language Models as Zero-Shot Planners: Extracting Actionable Knowledge for Embodied AgentsCode2
COHERENT: Collaboration of Heterogeneous Multi-Robot System with Large Language ModelsCode2
Parsel: Algorithmic Reasoning with Language Models by Composing DecompositionsCode2
Do As I Can, Not As I Say: Grounding Language in Robotic AffordancesCode2
RoboMatrix: A Skill-centric Hierarchical Framework for Scalable Robot Task Planning and Execution in Open-WorldCode2
You Only Demonstrate Once: Category-Level Manipulation from Single Visual DemonstrationCode2
SELP: Generating Safe and Efficient Task Plans for Robot Agents with Large Language ModelsCode1
Sequential Planning in Large Partially Observable Environments guided by LLMsCode1
MRBTP: Efficient Multi-Robot Behavior Tree Planning and CollaborationCode1
SheetCopilot: Bringing Software Productivity to the Next Level through Large Language ModelsCode1
TASKOGRAPHY: Evaluating robot task planning over large 3D scene graphsCode1
CaTGrasp: Learning Category-Level Task-Relevant Grasping in Clutter from SimulationCode1
Q-attention: Enabling Efficient Learning for Vision-based Robotic ManipulationCode1
BusyBot: Learning to Interact, Reason, and Plan in a BusyBoard EnvironmentCode1
REFLECT: Summarizing Robot Experiences for Failure Explanation and CorrectionCode1
Vision-Language Interpreter for Robot Task PlanningCode1
PackIt: A Virtual Environment for Geometric PlanningCode1
LLM+MAP: Bimanual Robot Task Planning using Large Language Models and Planning Domain Definition LanguageCode1
SheetAgent: Towards A Generalist Agent for Spreadsheet Reasoning and Manipulation via Large Language Models0
Task Planning in Robotics: an Empirical Comparison of PDDL-based and ASP-based Systems0
SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning0
REI-Bench: Can Embodied Agents Understand Vague Human Instructions in Task Planning?0
CLIMB: Language-Guided Continual Learning for Task Planning with Iterative Model Building0
DELTA: Decomposed Efficient Long-Term Robot Task Planning using Large Language Models0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PackNNAverage Reward64.9Unverified
2Heuristic Largest First-Aligned-BLBFAverage Reward59.2Unverified
3Heuristic Largest First-Aligned-RandomAverage Reward49.4Unverified
4Heuristic Random-Aligned-BLBFAverage Reward41.9Unverified
#ModelMetricClaimedVerifiedStatus
1SheetAgent (GPT-3.5)Pass@161.1Unverified
2SheetCopilot (NIPS2023)Pass@144.3Unverified