2 papers
cs.RO2026
REFLEX: Metacognitive Reasoning for Reflective Zero-Shot Robotic Planning with Large Language Models
Wenjie Lin, Jin Wei-Kocsis, Jiansong Zhang +4
While large language models (LLMs) have shown great potential across various domains, their applications in robotics remain largely limited to static prompt-based behaviors and sti…
cs.RO2025
Toward Deployable Multi-Robot Collaboration via a Symbolically-Guided Decision Transformer
Rathnam Vidushika Rasanji, Jin Wei-Kocsis, Jiansong Zhang +3
Reinforcement learning (RL) has demonstrated great potential in robotic operations. However, its data-intensive nature and reliance on the Markov Decision Process (MDP) assumption…