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Scaling up the Randomized Gradient-Free Adversarial Attack Reveals Overestimation of Robustness Using Established Attacks.

, , and . Int. J. Comput. Vis., 128 (4): 1028-1046 (2020)

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On the interplay of adversarial robustness and architecture components: patches, convolution and attention., and . CoRR, (2022)Adversarial robustness against multiple lp-threat models at the price of one and how to quickly fine-tune robust models to another threat model., and . CoRR, (2021)A Randomized Gradient-Free Attack on ReLU Networks., and . GCPR, volume 11269 of Lecture Notes in Computer Science, page 215-227. Springer, (2018)Sparse Visual Counterfactual Explanations in Image Space., , , , and . GCPR, volume 13485 of Lecture Notes in Computer Science, page 133-148. Springer, (2022)A Modern Look at the Relationship between Sharpness and Generalization., , , , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 840-902. PMLR, (2023)Is In-Context Learning Sufficient for Instruction Following in LLMs?, , , and . CoRR, (2024)Provable robustness against all adversarial \$l\_p\$-perturbations for \$p\textbackslashgeq 1\$, and . International Conference on Learning Representations, (2020)Sparse and Imperceivable Adversarial Attacks., and . ICCV, page 4723-4731. IEEE, (2019)Square Attack: a query-efficient black-box adversarial attack via random search., , , and . CoRR, (2019)Square Attack: A Query-Efficient Black-Box Adversarial Attack via Random Search., , , and . ECCV (23), volume 12368 of Lecture Notes in Computer Science, page 484-501. Springer, (2020)