Hyungjoon Kim

High probe accuracy in VLAs is often an illusion: internal state decoders frequently track ambient scene context rather than the target object itself, hiding causal blind spots that trigger policy failures.

Frozen VLMs can achieve impressive performance on what-if queries by manipulating object-level tokens instead of relying on image inputs, challenging conventional methods.