Ditto: Fair and Robust Federated Learning Through Personalization

Authors: Tian Li, Shengyuan Hu, Ahmad Beirami, Virginia Smith | Published: 2020-12-08 | Updated: 2021-06-15

Certified Robustness of Nearest Neighbors against Data Poisoning and Backdoor Attacks

Authors: Jinyuan Jia, Yupei Liu, Xiaoyu Cao, Neil Zhenqiang Gong | Published: 2020-12-07 | Updated: 2021-12-02

Deep Learning Methods for Credit Card Fraud Detection

Authors: Thanh Thi Nguyen, Hammad Tahir, Mohamed Abdelrazek, Ali Babar | Published: 2020-12-07

Autoencoding Variational Autoencoder

Authors: A. Taylan Cemgil, Sumedh Ghaisas, Krishnamurthy Dvijotham, Sven Gowal, Pushmeet Kohli | Published: 2020-12-07

Black-box Model Inversion Attribute Inference Attacks on Classification Models

Authors: Shagufta Mehnaz, Ninghui Li, Elisa Bertino | Published: 2020-12-07

Review: Deep Learning Methods for Cybersecurity and Intrusion Detection Systems

Authors: Mayra Macas, Chunming Wu | Published: 2020-12-04

ESCAPED: Efficient Secure and Private Dot Product Framework for Kernel-based Machine Learning Algorithms with Applications in Healthcare

Authors: Ali Burak Ünal, Mete Akgün, Nico Pfeifer | Published: 2020-12-04

Unleashing the Tiger: Inference Attacks on Split Learning

Authors: Dario Pasquini, Giuseppe Ateniese, Massimo Bernaschi | Published: 2020-12-04 | Updated: 2021-11-04

TrollHunter [Evader]: Automated Detection [Evasion] of Twitter Trolls During the COVID-19 Pandemic

Authors: Peter Jachim, Filipo Sharevski, Paige Treebridge | Published: 2020-12-04 | Updated: 2020-12-07

Channel Effects on Surrogate Models of Adversarial Attacks against Wireless Signal Classifiers

Authors: Brian Kim, Yalin E. Sagduyu, Tugba Erpek, Kemal Davaslioglu, Sennur Ulukus | Published: 2020-12-03 | Updated: 2021-03-09