arxivcs.ROcs.CLcs.LG2026-06-29
ViTL: Temporal Logic-Guided Zero-Shot Natural Language Navigation via Vision-Language Models
Kaier Liang, Hengde Dai, Cristian-Ioan Vasile
Enabling robots to follow natural language commands to complete zero-shot long-horizon tasks remains challenging. It requires extracting implicit temporal and logical constraints from natural language commands and executing multiple sub-tasks accordingly. Recent zero-shot object…