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cs.AI2026
VGAS: Value-Guided Action-Chunk Selection for Few-Shot Vision-Language-Action Adaptation
Changhua Xu, En Yu, Junyu Xuan +1
Vision--Language--Action (VLA) models bridge multimodal reasoning with physical control, but adapting them to new tasks with scarce demonstrations remains unreliable. While fine-tu…
cs.AI2025
GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments
Kechen Li, Yaotian Tao, Ximing Wen +5
Recent advancements in Large Language Models (LLMs) have demonstrated their potential in planning and reasoning tasks, offering a flexible alternative to classical pathfinding algo…