Search Results for author: Jacob Arkin

Found 3 papers, 2 papers with code

Large Language Models to the Rescue: Deadlock Resolution in Multi-Robot Systems

no code implementations9 Apr 2024 Kunal Garg, Jacob Arkin, Songyuan Zhang, Nicholas Roy, Chuchu Fan

Multi-agent robotic systems are prone to deadlocks in an obstacle environment where the system can get stuck away from its desired location under a smooth low-level control policy.

Prompt Engineering

AutoTAMP: Autoregressive Task and Motion Planning with LLMs as Translators and Checkers

3 code implementations10 Jun 2023 Yongchao Chen, Jacob Arkin, Charles Dawson, Yang Zhang, Nicholas Roy, Chuchu Fan

Rather than using LLMs to directly plan task sub-goals, we instead perform few-shot translation from natural language task descriptions to an intermediate task representation that can then be consumed by a TAMP algorithm to jointly solve the task and motion plan.

Motion Planning Task and Motion Planning +1

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