Author

Siqi Guo

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Preprint Oct 2026

FusionAudit: Pathway-Conditioned Robustness Auditing for Native Multimodal Models

This work introduces PaRMA, an evidence-based auditing framework that defines pathway-conditioned risk over two primary image-level interventions: pixel perturbation and rendered-text insertion and uncovers a see-but-not-deceived signature where native VLMs attend heavily to typographic overlays but visually reject the...

Jiaming Zhang, Zhe-Rui Li, Si-Qi Guo et al. · 0 citations

Review Aug 2026

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle

This survey examines the protective paradigm that has grown around this intervention point, and finds that most protections are still validated mainly against static or weakly adaptive adversaries, while evidence beyond controlled benchmarks remains scarce.

Jiaming Zhang, Bo-Yang Chen, Zhe-Rui Li et al. · 0 citations