NN-EMD: Efficiently Training Neural Networks using Encrypted Multi-Sourced Datasets
Authors: Runhua Xu, James Joshi, Chao Li | Published: 2020-12-18 | Updated: 2021-04-18
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Dataset Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses
Authors: Micah Goldblum, Dimitris Tsipras, Chulin Xie, Xinyun Chen, Avi Schwarzschild, Dawn Song, Aleksander Madry, Bo Li, Tom Goldstein | Published: 2020-12-18 | Updated: 2021-03-31
Identification of Metallic Objects using Spectral MPT Signatures: Object Characterisation and Invariants
Authors: P. D. Ledger, B. A. Wilson, A. A. S. Amad, W. R. B. Lionheart | Published: 2020-12-18
Learning from History for Byzantine Robust Optimization
Authors: Sai Praneeth Karimireddy, Lie He, Martin Jaggi | Published: 2020-12-18 | Updated: 2021-06-29
Intrusion Detection and identification System Design and Performance Evaluation for Industrial SCADA Networks
Authors: Ahsan Al Zaki Khan, Gursel Serpen | Published: 2020-12-17
Machine Learning for Detecting Data Exfiltration: A Review
Authors: Bushra Sabir, Faheem Ullah, M. Ali Babar, Raj Gaire | Published: 2020-12-17 | Updated: 2021-03-21
Detecting Botnet Attacks in IoT Environments: An Optimized Machine Learning Approach
Authors: MohammadNoor Injadat, Abdallah Moubayed, Abdallah Shami | Published: 2020-12-16
Optimized Random Forest Model for Botnet Detection Based on DNS Queries
Authors: Abdallah Moubayed, MohammadNoor Injadat, Abdallah Shami | Published: 2020-12-16
An Assessment of the Usability of Machine Learning Based Tools for the Security Operations Center
Authors: Sean Oesch, Robert Bridges, Jared Smith, Justin Beaver, John Goodall, Kelly Huffer, Craig Miles, Dan Scofield | Published: 2020-12-16
Exacerbating Algorithmic Bias through Fairness Attacks
Authors: Ninareh Mehrabi, Muhammad Naveed, Fred Morstatter, Aram Galstyan | Published: 2020-12-16