Threat Model

Robustness of ML-Enhanced IDS to Stealthy Adversaries

Authors: Vance Wong, John Emanuello | Published: 2021-04-21
ML-Based IDS
Feature Engineering
Threat Model
2021.04.21 2025.05.28
Literature Database

Towards Causal Federated Learning For Enhanced Robustness and Privacy

Authors: Sreya Francis, Irene Tenison, Irina Rish | Published: 2021-04-14
Privacy Protection
Poisoning
Threat Model
2021.04.14 2025.05.28
Literature Database

Fall of Giants: How popular text-based MLaaS fall against a simple evasion attack

Authors: Luca Pajola, Mauro Conti | Published: 2021-04-13
Poisoning Attack
Threat Model
Defense Mechanism
2021.04.13 2025.05.28
Literature Database

Jekyll: Attacking Medical Image Diagnostics using Deep Generative Models

Authors: Neal Mangaokar, Jiameng Pu, Parantapa Bhattacharya, Chandan K. Reddy, Bimal Viswanath | Published: 2021-04-05
Poisoning
Watermarking Settings for Medical Data
Threat Model
2021.04.05 2025.05.28
Literature Database

TANTRA: Timing-Based Adversarial Network Traffic Reshaping Attack

Authors: Yam Sharon, David Berend, Yang Liu, Asaf Shabtai, Yuval Elovici | Published: 2021-03-10
Attack Detection
Adversarial attack
Threat Model
2021.03.10 2025.05.28
Literature Database

Secure Weighted Aggregation for Federated Learning

Authors: Jiale Guo, Ziyao Liu, Kwok-Yan Lam, Jun Zhao, Yiqiang Chen, Chaoping Xing | Published: 2020-10-17 | Updated: 2021-05-11
Client Contribution Assessment
Distributed Learning
Threat Model
2020.10.17 2025.05.28
Literature Database

Security and Privacy Considerations for Machine Learning Models Deployed in the Government and Public Sector (white paper)

Authors: Nader Sehatbakhsh, Ellie Daw, Onur Savas, Amin Hassanzadeh, Ian McCulloh | Published: 2020-10-12
Information Security
Threat Model
2020.10.12 2025.05.28
Literature Database

Clustering and Analysis of Vulnerabilities Present in Different Robot Types

Authors: Chinwe Ekenna, Bharvee Acharya | Published: 2020-08-18
Clustering methods
Security Analysis
Threat Model
2020.08.18 2025.05.28
Literature Database

Deep Learning for Insider Threat Detection: Review, Challenges and Opportunities

Authors: Shuhan Yuan, Xintao Wu | Published: 2020-05-25
Machine Learning
Machine Learning Technology
Threat Model
2020.05.25 2025.05.28
Literature Database

Can You Really Backdoor Federated Learning?

Authors: Ziteng Sun, Peter Kairouz, Ananda Theertha Suresh, H. Brendan McMahan | Published: 2019-11-18 | Updated: 2019-12-02
Adversarial Attack Methods
Threat Model
Effectiveness Analysis of Defense Methods
2019.11.18 2025.05.28
Literature Database
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