J. Koster

When Does Retrieval Help? A Study of In-Context Adaptation in Vision-Language-Action Models

Vision-language-action (VLA) models have shown strong potential as generalist robot policies, but adapting them to unseen tasks often requires costly parameter updates. Recent work such as RICL introduces in-context adaptability by retrieving expert demonstrations based on the current VLA observation and providing them...