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Francesco Croce

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Robust CLIP: Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Models

Feb 19, 2024
Christian Schlarmann, Naman Deep Singh, Francesco Croce, Matthias Hein

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Long Is More for Alignment: A Simple but Tough-to-Beat Baseline for Instruction Fine-Tuning

Feb 07, 2024
Hao Zhao, Maksym Andriushchenko, Francesco Croce, Nicolas Flammarion

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Segment (Almost) Nothing: Prompt-Agnostic Adversarial Attacks on Segmentation Models

Nov 24, 2023
Francesco Croce, Matthias Hein

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Robust Semantic Segmentation: Strong Adversarial Attacks and Fast Training of Robust Models

Jun 22, 2023
Francesco Croce, Naman D Singh, Matthias Hein

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Revisiting Adversarial Training for ImageNet: Architectures, Training and Generalization across Threat Models

Mar 03, 2023
Naman D Singh, Francesco Croce, Matthias Hein

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Seasoning Model Soups for Robustness to Adversarial and Natural Distribution Shifts

Feb 20, 2023
Francesco Croce, Sylvestre-Alvise Rebuffi, Evan Shelhamer, Sven Gowal

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A modern look at the relationship between sharpness and generalization

Feb 14, 2023
Maksym Andriushchenko, Francesco Croce, Maximilian Müller, Matthias Hein, Nicolas Flammarion

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Revisiting adapters with adversarial training

Oct 10, 2022
Sylvestre-Alvise Rebuffi, Francesco Croce, Sven Gowal

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On the interplay of adversarial robustness and architecture components: patches, convolution and attention

Sep 14, 2022
Francesco Croce, Matthias Hein

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Sparse Visual Counterfactual Explanations in Image Space

May 16, 2022
Valentyn Boreiko, Maximilian Augustin, Francesco Croce, Philipp Berens, Matthias Hein

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