Francesco Croce
- Jailbreaking Leading Safety-Aligned LLMs with Simple Adaptive Attacks
2024/04/02 by Maksym Andriushchenko, Andriushchenko, Maksym, Francesco Croce +3 · 4 voices · 86 citations
Computer Science · Mathematics · #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #cs.AI #cs.CR #cs.LG #stat.ML
- Reliable evaluation of adversarial robustness with an ensemble of diverse parameter-free attacks
2020/03/03 by Francesco Croce, Matthias Hein, Croce, Francesco +1 · 94 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · Engineering · #Adversarial Robustness in Machine Learning #Bacillus and Francisella bacterial research #Integrated Circuits and Semiconductor Failure Analysis
- JailbreakBench: An Open Robustness Benchmark for Jailbreaking Large Language Models
2024/03/28 by Patrick Chao, Edoardo Debenedetti, Chao, Patrick +21 · 92 citations
Computer Science · #Authorship Attribution and Profiling #Cryptography and Security (cs.CR) #Digital and Cyber Forensics #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques
- Minimally distorted Adversarial Examples with a Fast Adaptive Boundary Attack
2019/07/03 by Francesco Croce, Croce, Francesco, Matthias Hein +1 · 17 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Bacillus and Francisella bacterial research #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Integrated Circuits and Semiconductor Failure Analysis #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- A Modern Look at the Relationship between Sharpness and Generalization
2023/02/14 by Maksym Andriushchenko, Andriushchenko, Maksym, Francesco Croce +7 · 16 citations
Computer Science · Engineering · #FOS: Computer and information sciences #Image Processing Techniques and Applications #Industrial Vision Systems and Defect Detection #Machine Learning (cs.LG) #Optical measurement and interference techniques
- Long Is More for Alignment: A Simple but Tough-to-Beat Baseline for Instruction Fine-Tuning
2024/02/07 by Hao Zhao, Zhao, Hao, Maksym Andriushchenko +5 · 17 citations
Engineering · #Computation and Language (cs.CL) #Experimental Learning in Engineering #FOS: Computer and information sciences
- Diffusion Visual Counterfactual Explanations
2022/10/21 by Maximilian Augustin, Valentyn Boreiko, Augustin, Maximilian +5 · 11 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Revisiting Adversarial Training for ImageNet: Architectures, Training and Generalization across Threat Models
2023/03/03 by Naman D Singh, Francesco Croce, Singh, Naman D +3 · 10 citations
Computer Science · Medicine · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Evaluating the Adversarial Robustness of Adaptive Test-time Defenses
2022/02/28 by Francesco Croce, Croce, Francesco, Sven Gowal +8 · 3 citations
Computer Science · Medicine · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Medical Imaging Techniques and Applications
- Chain-of-Frames: Advancing Video Understanding in Multimodal LLMs via Frame-Aware Reasoning
2025/05/31 by Sara Ghazanfari, Francesco Croce, Ghazanfari, Sara +9 · 10 citations
Computer Science · #Multimodal Machine Learning Applications #Video Analysis and Summarization #Natural Language Processing Techniques
- Competition Report: Finding Universal Jailbreak Backdoors in Aligned LLMs
2024/04/22 by Javier Rando, Rando, Javier, Francesco Croce +11 · 4 citations
Computer Science · Economics, Econometrics and Finance · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Law, AI, and Intellectual Property #Law, Economics, and Judicial Systems #Machine Learning (cs.LG)
- Scaling up the randomized gradient-free adversarial attack reveals\n overestimation of robustness using established attacks
2019/03/27 by Francesco Croce, Jonas Rauber, Croce, Francesco +3 · 1 citation
Computer Science · Materials Science · #Adversarial Robustness in Machine Learning #Machine Learning in Materials Science #Advanced Neural Network Applications
- Evaluating the Robustness of the "Ensemble Everything Everywhere" Defense
2024/11/22 by Jie Zhang, Christian Schlarmann, Zhang, Jie +11 · 2 voices · 1 citation
#cs.LG #cs.CR
- Revisiting adapters with adversarial training
2022/10/10 by Sylvestre-Alvise Rebuffi, Rebuffi, Sylvestre-Alvise, Francesco Croce +3 · 1 citation
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Perturb and Recover: Fine-tuning for Effective Backdoor Removal from CLIP
2024/12/01 by Naman Deep Singh, Francesco Croce, Singh, Naman Deep +3 · 2 citations
Engineering · #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Real-time simulation and control systems
- Adversarially Robust CLIP Models Can Induce Better (Robust) Perceptual Metrics
2025/02/17 by Francesco Croce, Christian Schlarmann, Croce, Francesco +5 · 2 citations
Computer Science · #Adversarial Robustness in Machine Learning