Adversarial Transfer Attacks With Unknown Data and Class Overlap

Authors: Luke E. Richards, André Nguyen, Ryan Capps, Steven Forsythe, Cynthia Matuszek, Edward Raff | Published: 2021-09-23 | Updated: 2021-09-24

Partial sensitivity analysis in differential privacy

Authors: Tamara T. Mueller, Alexander Ziller, Dmitrii Usynin, Moritz Knolle, Friederike Jungmann, Daniel Rueckert, Georgios Kaissis | Published: 2021-09-22 | Updated: 2021-11-28

An automatic differentiation system for the age of differential privacy

Authors: Dmitrii Usynin, Alexander Ziller, Moritz Knolle, Andrew Trask, Kritika Prakash, Daniel Rueckert, Georgios Kaissis | Published: 2021-09-22 | Updated: 2022-04-05

Attacks on Visualization-Based Malware Detection: Balancing Effectiveness and Executability

Authors: Hadjer Benkraouda, Jingyu Qian, Hung Quoc Tran, Berkay Kaplan | Published: 2021-09-21

DeSMP: Differential Privacy-exploited Stealthy Model Poisoning Attacks in Federated Learning

Authors: Md Tamjid Hossain, Shafkat Islam, Shahriar Badsha, Haoting Shen | Published: 2021-09-21

SoK: Machine Learning Governance

Authors: Varun Chandrasekaran, Hengrui Jia, Anvith Thudi, Adelin Travers, Mohammad Yaghini, Nicolas Papernot | Published: 2021-09-20

Machine-Learning Side-Channel Attacks on the GALACTICS Constant-Time Implementation of BLISS

Authors: Soundes Marzougui, Nils Wisiol, Patrick Gersch, Juliane Krämer, Jean-Pierre Seifert | Published: 2021-09-20 | Updated: 2022-06-08

Towards Resilient Artificial Intelligence: Survey and Research Issues

Authors: Oliver Eigner, Sebastian Eresheim, Peter Kieseberg, Lukas Daniel Klausner, Martin Pirker, Torsten Priebe, Simon Tjoa, Fiammetta Marulli, Francesco Mercaldo | Published: 2021-09-18

A Fairness Analysis on Private Aggregation of Teacher Ensembles

Authors: Cuong Tran, My H. Dinh, Kyle Beiter, Ferdinando Fioretto | Published: 2021-09-17

Membership Inference Attacks Against Recommender Systems

Authors: Minxing Zhang, Zhaochun Ren, Zihan Wang, Pengjie Ren, Zhumin Chen, Pengfei Hu, Yang Zhang | Published: 2021-09-16