Defense Method

SSLGuard: A Watermarking Scheme for Self-supervised Learning Pre-trained Encoders

Authors: Tianshuo Cong, Xinlei He, Yang Zhang | Published: 2022-01-27 | Updated: 2022-08-31
Watermarking
Membership Inference
Defense Method

Challenges and Approaches for Mitigating Byzantine Attacks in Federated Learning

Authors: Junyu Shi, Wei Wan, Shengshan Hu, Jianrong Lu, Leo Yu Zhang | Published: 2021-12-29 | Updated: 2022-10-07
Backdoor Attack
Poisoning
Defense Method

SoK: A Study of the Security on Voice Processing Systems

Authors: Robert Chang, Logan Kuo, Arthur Liu, Nader Sehatbakhsh | Published: 2021-12-24
Privacy Risk Management
Adversarial Attack Methods
Defense Method

Detect & Reject for Transferability of Black-box Adversarial Attacks Against Network Intrusion Detection Systems

Authors: Islam Debicha, Thibault Debatty, Jean-Michel Dricot, Wim Mees, Tayeb Kenaza | Published: 2021-12-22
Poisoning
Adversarial Learning
Defense Method

A Theoretical View of Linear Backpropagation and Its Convergence

Authors: Ziang Li, Yiwen Guo, Haodi Liu, Changshui Zhang | Published: 2021-12-21 | Updated: 2024-01-10
Model Design
Convergence Analysis
Defense Method

Robustifying automatic speech recognition by extracting slowly varying features

Authors: Matías Pizarro, Dorothea Kolossa, Asja Fischer | Published: 2021-12-14 | Updated: 2024-11-06
Poisoning
Adversarial Training
Defense Method

On the Security & Privacy in Federated Learning

Authors: Gorka Abad, Stjepan Picek, Víctor Julio Ramírez-Durán, Aitor Urbieta | Published: 2021-12-10 | Updated: 2022-03-16
Backdoor Attack
Poisoning
Defense Method

Statically Detecting Adversarial Malware through Randomised Chaining

Authors: Matthew Crawford, Wei Wang, Ruoxi Sun, Minhui Xue | Published: 2021-11-28 | Updated: 2021-12-04
Malware Detection Method
Adversarial attack
Defense Method

Deep Learning for Android Malware Defenses: a Systematic Literature Review

Authors: Yue Liu, Chakkrit Tantithamthavorn, Li Li, Yepang Liu | Published: 2021-03-09 | Updated: 2022-08-09
Malware Detection
Deep Learning Method
Defense Method

Gradient-Free Adversarial Attacks for Bayesian Neural Networks

Authors: Matthew Yuan, Matthew Wicker, Luca Laurenti | Published: 2020-12-23
Attack Evaluation
Adversarial Example
Defense Method