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Zijing Li

2 accepted papers

2025

FastJSMA: Accelerating Jacobian-based Saliency Map Attacks through Gradient Decoupling

ICCV 2025poster

Adversarial attack plays a critical role in evaluating the robustness of deep learning models. Jacobian-based Saliency Map Attack (JSMA) is an interpretable adversarial method that offers excellent pixel-level control and provides valuable insights into model vulnerabilities. However, its quadratic…

Cited by 0SourcePDFScholar
2025

Vanish into Thin Air: Cross-prompt Universal Adversarial Attacks for SAM2

NeurIPS 2025spotlight

Recent studies reveal the vulnerability of the image segmentation foundation model SAM to adversarial examples. Its successor, SAM2, has attracted significant attention due to its strong generalization capability in video segmentation. However, its robustness remains unexplored, and it is unclear wh…

Cited by 0SourceScholar