Why Do Adversarial Attacks Transfer? Explaining Transferability of Evasion and Poisoning Attacks

Ambra Demontis, Marco Melis, Maura Pintor, +5

arXiv (Cornell University)

Artificial IntelligenceEngineeringMachine LearningEvasion TechniqueInformation Security +16

Why Do Adversarial Attacks Transfer? Explaining Transferability of\n Evasion and Poisoning Attacks

Ambra Demontis, Marco Melis, Maura Pintor, +5

arXiv (Cornell University)

The Threat of Offensive AI to Organizations

Yisroel Mirsky, Ambra Demontis, Jaidip Kotak, +8

Computers & Security

Artificial IntelligenceEngineeringResponsible AiComputer ScienceIntelligent Systems +3

ImageNet-Patch: A dataset for benchmarking machine learning robustness against adversarial patches

Maura Pintor, Daniele Angioni, Angelo Sotgiu, +4

Pattern Recognition

Data AugmentationConvolutional Neural NetworkMachine VisionMachine LearningImage Analysis +8

secml: A Python Library for Secure and Explainable Machine Learning.

Marco Melis, Ambra Demontis, Maura Pintor, +2

arXiv (Cornell University)

EngineeringMachine LearningEvasion TechniqueInformation SecurityMachine Learning Tool +17

Explainability-based Debugging of Machine Learning for Vulnerability Discovery

Angelo Sotgiu, Maura Pintor, Battista Biggio

Proceedings of the 17th International Conference on Availability, Reliability and Security

Artificial IntelligenceEngineeringMachine LearningInformation SecurityMachine Learning Tool +18

Fast Minimum-norm Adversarial Attacks through Adaptive Norm Constraints

Maura Pintor, Fabio Roli, Wieland Brendel, +1

arXiv (Cornell University)

Why adversarial reprogramming works, when it fails, and how to tell the difference

Yang Zheng, Xiaoyi Feng, Zhaoqiang Xia, +4

Information Sciences

Rethinking data augmentation for adversarial robustness

Hamid Eghbal-zadeh, Werner Zellinger, Maura Pintor, +5

Information Sciences

Optimization and deployment of CNNs at the edge

Paolo Meloni, Daniela Loi, Paola Busia, +15

Convolutional Neural NetworkEngineeringMachine LearningComputer ArchitectureSpeech Recognition +14