X Transfer Attacks: Towards Super Transferable Adversarial Attacks on CLIP Pre trained UAP for ICML2025 paper "X Transfer Attacks: Towards Super Transferable Adversarial Attacks on CLIP" Code: https://github.com/HanxunH/XTransferBench X TransferBench X TransferBench is an open source benchmark that provides a comprehensive collection of UAPs/TUAPs capable of achieving universal adversarial transferability. These UAPs can simultaneously transfer across data, domains, models , and tasks . Essentially, they represent perturbations that can transform any sample into an adversarial example, effective against any model and for any task. Model Details Surrogate Model: XTransfer Large (N=64) Search Space Surrogate Dataset: ImageNet Threat Model: L2 Perturbation Size: 3 x 224 x 224 Model Usage Citation If you use this model in your work, please cite the accompanying paper: Security and Ethical Use Statement The perturbations provided in this project are intended solely for research purposes. They are shared with the academic and research community to advance understanding of super transferable attacks and defenses. Any other use of the data, model weights, or methods derived from this proje…
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