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
Feature Importance Analysis
DualNet: Locate Then Detect Effective Payload with Deep Attention Network
Authors: Shiyi Yang, Peilun Wu, Hui Guo | Published: 2020-10-23
Tight Second-Order Certificates for Randomized Smoothing
Authors: Alexander Levine, Aounon Kumar, Thomas Goldstein, Soheil Feizi | Published: 2020-10-20 | Updated: 2020-12-15
Correlated Differential Privacy: Feature Selection in Machine Learning
Authors: Tao Zhang, Tianqing Zhu, Ping Xiong, Huan Huo, Zahir Tari, Wanlei Zhou | Published: 2020-10-07
Feature importance in mobile malware detection
Authors: Vasileios Kouliaridis, Georgios Kambourakis, Tao Peng | Published: 2020-07-27 | Updated: 2020-08-28
Adversarial Machine Learning Attacks and Defense Methods in the Cyber Security Domain
Authors: Ihai Rosenberg, Asaf Shabtai, Yuval Elovici, Lior Rokach | Published: 2020-07-05 | Updated: 2021-03-13
Smoothed Geometry for Robust Attribution
Authors: Zifan Wang, Haofan Wang, Shakul Ramkumar, Matt Fredrikson, Piotr Mardziel, Anupam Datta | Published: 2020-06-11 | Updated: 2020-10-22
Evaluations and Methods for Explanation through Robustness Analysis
Authors: Cheng-Yu Hsieh, Chih-Kuan Yeh, Xuanqing Liu, Pradeep Ravikumar, Seungyeon Kim, Sanjiv Kumar, Cho-Jui Hsieh | Published: 2020-05-31 | Updated: 2021-04-08
Neuron Shapley: Discovering the Responsible Neurons
Authors: Amirata Ghorbani, James Zou | Published: 2020-02-23 | Updated: 2020-11-13
Recovering Localized Adversarial Attacks
Authors: Jan Philip Göpfert, Heiko Wersing, Barbara Hammer | Published: 2019-10-21