On the Importance of Architecture and Feature Selection in Differentially Private Machine Learning
Authors: Wenxuan Bao, Luke A. Bauer, Vincent Bindschaedler | Published: 2022-05-13
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A Vision Inspired Neural Network for Unsupervised Anomaly Detection in Unordered Data
Authors: Nassir Mohammad | Published: 2022-05-13
Collaborative Drug Discovery: Inference-level Data Protection Perspective
Authors: Balazs Pejo, Mina Remeli, Adam Arany, Mathieu Galtier, Gergely Acs | Published: 2022-05-13 | Updated: 2022-06-09
DualCF: Efficient Model Extraction Attack from Counterfactual Explanations
Authors: Yongjie Wang, Hangwei Qian, Chunyan Miao | Published: 2022-05-13
l-Leaks: Membership Inference Attacks with Logits
Authors: Shuhao Li, Yajie Wang, Yuanzhang Li, Yu-an Tan | Published: 2022-05-13
A Comprehensive Benchmark Suite for Intel SGX
Authors: Sandeep Kumar, Abhisek Panda, Smruti R. Sarangi | Published: 2022-05-13
How to Combine Membership-Inference Attacks on Multiple Updated Models
Authors: Matthew Jagielski, Stanley Wu, Alina Oprea, Jonathan Ullman, Roxana Geambasu | Published: 2022-05-12
Sample Complexity Bounds for Robustly Learning Decision Lists against Evasion Attacks
Authors: Pascale Gourdeau, Varun Kanade, Marta Kwiatkowska, James Worrell | Published: 2022-05-12
Secure Aggregation for Federated Learning in Flower
Authors: Kwing Hei Li, Pedro Porto Buarque de Gusmão, Daniel J. Beutel, Nicholas D. Lane | Published: 2022-05-12
Privacy-Preserving Distributed Machine Learning Made Faster
Authors: Zoe L. Jiang, Jiajing Gu, Hongxiao Wang, Yulin Wu, Junbin Fang, Siu-Ming Yiu, Wenjian Luo, Xuan Wang | Published: 2022-05-12