SoK: Certified Robustness for Deep Neural Networks

Authors: Linyi Li, Tao Xie, Bo Li | Published: 2020-09-09 | Updated: 2023-04-12

Attribute Privacy: Framework and Mechanisms

Authors: Wanrong Zhang, Olga Ohrimenko, Rachel Cummings | Published: 2020-09-08 | Updated: 2021-05-11

Highly Accurate CNN Inference Using Approximate Activation Functions over Homomorphic Encryption

Authors: Takumi Ishiyama, Takuya Suzuki, Hayato Yamana | Published: 2020-09-08 | Updated: 2020-12-02

Local and Central Differential Privacy for Robustness and Privacy in Federated Learning

Authors: Mohammad Naseri, Jamie Hayes, Emiliano De Cristofaro | Published: 2020-09-08 | Updated: 2022-05-27

Adversarial Attack on Large Scale Graph

Authors: Jintang Li, Tao Xie, Liang Chen, Fenfang Xie, Xiangnan He, Zibin Zheng | Published: 2020-09-08 | Updated: 2021-05-06

Efficient Quantification of Profile Matching Risk in Social Networks

Authors: Anisa Halimi, Erman Ayday | Published: 2020-09-07

Black Box to White Box: Discover Model Characteristics Based on Strategic Probing

Authors: Josh Kalin, Matthew Ciolino, David Noever, Gerry Dozier | Published: 2020-09-07

Dynamically Computing Adversarial Perturbations for Recurrent Neural Networks

Authors: Shankar A. Deka, Dušan M. Stipanović, Claire J. Tomlin | Published: 2020-09-07

Detection Defense Against Adversarial Attacks with Saliency Map

Authors: Dengpan Ye, Chuanxi Chen, Changrui Liu, Hao Wang, Shunzhi Jiang | Published: 2020-09-06

CLEANN: Accelerated Trojan Shield for Embedded Neural Networks

Authors: Mojan Javaheripi, Mohammad Samragh, Gregory Fields, Tara Javidi, Farinaz Koushanfar | Published: 2020-09-04