Yuchen Ren

On Success and Simplicity: A Second Look at Transferable Vision–Language Attack Pipeline

This paper identifies three previously overlooked issues caused by inappropriate cross-modal interactions and excessive operations in the Simple Vision-Language Attack (SimVLA) pipeline, and proposes the SimVLA, which observably improves transferability and efficiency.