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Yuchen Ren

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Open access Jul 2026

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.

Yuchen Ren, Zhengyu Zhao, Chenhao Lin et al. · 0 citations