Inhyuk Choi

Hierarchical LLM-VLA-Controller Integration for Task Generalization

Vision-Language-Action (VLA) models often struggle with generalization due to their tendency to memorize training data rather than understanding task semantics. This paper proposes a hierarchical framework that integrates Large Language Models (LLMs) with VLA models to overcome these limitations. By…