Machine Learning Method

Detecting Abnormal Traffic in Large-Scale Networks

Authors: Mahmoud Said Elsayed, Nhien-An Le-Khac, Soumyabrata Dev, Anca Delia Jurcut | Published: 2020-08-13
Multi-Class Classification
Machine Learning Method
Anomaly Detection Method

WAFFLe: Weight Anonymized Factorization for Federated Learning

Authors: Weituo Hao, Nikhil Mehta, Kevin J Liang, Pengyu Cheng, Mostafa El-Khamy, Lawrence Carin | Published: 2020-08-13
Poisoning
Personalization Method
Machine Learning Method

Multi-Task Variational Information Bottleneck

Authors: Weizhu Qian, Bowei Chen, Yichao Zhang, Guanghui Wen, Franck Gechter | Published: 2020-07-01 | Updated: 2021-03-01
Algorithm Design
Generalization Performance
Machine Learning Method

A Le Cam Type Bound for Adversarial Learning and Applications

Authors: Qiuling Xu, Kevin Bello, Jean Honorio | Published: 2020-07-01 | Updated: 2021-02-10
Adversarial Example
Adversarial attack
Machine Learning Method

On Intrinsic Dataset Properties for Adversarial Machine Learning

Authors: Jeffrey Z. Pan, Nicholas Zufelt | Published: 2020-05-19
Poisoning
Performance Evaluation Metrics
Machine Learning Method

An Overview of Privacy in Machine Learning

Authors: Emiliano De Cristofaro | Published: 2020-05-18
Privacy Technique
Membership Inference
Machine Learning Method

A Survey on Unknown Presentation Attack Detection for Fingerprint

Authors: Jag Mohan Singh, Ahmed Madhun, Guoqiang Li, Raghavendra Ramachandra | Published: 2020-05-17
Algorithm
Machine Learning Method

NeuroAttack: Undermining Spiking Neural Networks Security through Externally Triggered Bit-Flips

Authors: Valerio Venceslai, Alberto Marchisio, Ihsen Alouani, Maurizio Martina, Muhammad Shafique | Published: 2020-05-16
Performance Evaluation Metrics
Machine Learning Method
Deep Learning Technology

Encryption Inspired Adversarial Defense for Visual Classification

Authors: MaungMaung AprilPyone, Hitoshi Kiya | Published: 2020-05-16
Machine Learning Algorithm
Machine Learning Method
Defense Effectiveness Analysis

Towards Assessment of Randomized Smoothing Mechanisms for Certifying Adversarial Robustness

Authors: Tianhang Zheng, Di Wang, Baochun Li, Jinhui Xu | Published: 2020-05-15 | Updated: 2020-06-07
Algorithm
Machine Learning Algorithm
Machine Learning Method