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cs.CV2026
What Helps---and What Hurts: Bidirectional Explanations for Vision Transformers
Qin Su, Tie Luo
Vision Transformers (ViTs) achieve strong performance in visual recognition, yet their decision-making remains difficult to interpret. We propose BiCAM, a bidirectional class activ…
cs.CV2025
Enabling Heterogeneous Adversarial Transferability via Feature Permutation Attacks
Tao Wu, Tie Luo
Adversarial attacks in black-box settings are highly practical, with transfer-based attacks being the most effective at generating adversarial examples (AEs) that transfer from sur…