Attack Method

On the Robustness of Deep Clustering Models: Adversarial Attacks and Defenses

Authors: Anshuman Chhabra, Ashwin Sekhari, Prasant Mohapatra | Published: 2022-10-04
Clustering methods
Poisoning
Attack Method

SNAP: Efficient Extraction of Private Properties with Poisoning

Authors: Harsh Chaudhari, John Abascal, Alina Oprea, Matthew Jagielski, Florian Tramèr, Jonathan Ullman | Published: 2022-08-25 | Updated: 2023-06-21
Backdoor Attack
Property Inference
Attack Method

Deception for Cyber Defence: Challenges and Opportunities

Authors: David Liebowitz, Surya Nepal, Kristen Moore, Cody J. Christopher, Salil S. Kanhere, David Nguyen, Roelien C. Timmer, Michael Longland, Keerth Rathakumar | Published: 2022-08-15
Cybersecurity
Attack Method
Machine Learning Technology

Unifying Gradients to Improve Real-world Robustness for Deep Networks

Authors: Yingwen Wu, Sizhe Chen, Kun Fang, Xiaolin Huang | Published: 2022-08-12 | Updated: 2023-08-24
Robustness Evaluation
Performance Evaluation Metrics
Attack Method

Analysis, Detection, and Classification of Android Malware using System Calls

Authors: Shubham Shakya, Mayank Dave | Published: 2022-08-12
Malware Classification
Malware Detection Method
Attack Method

Shielding Federated Learning Systems against Inference Attacks with ARM TrustZone

Authors: Aghiles Ait Messaoud, Sonia Ben Mokhtar, Vlad Nitu, Valerio Schiavoni | Published: 2022-08-11 | Updated: 2022-10-15
Client-Side Defense
Poisoning
Attack Method

Membership Inference Attacks via Adversarial Examples

Authors: Hamid Jalalzai, Elie Kadoche, Rémi Leluc, Vincent Plassier | Published: 2022-07-27 | Updated: 2022-11-23
Membership Inference
Attack Method
Machine Learning

Perception-Aware Attack: Creating Adversarial Music via Reverse-Engineering Human Perception

Authors: Rui Duan, Zhe Qu, Shangqing Zhao, Leah Ding, Yao Liu, Zhuo Lu | Published: 2022-07-26
Performance Evaluation
Attack Method
Speech Recognition Process

Careful What You Wish For: on the Extraction of Adversarially Trained Models

Authors: Kacem Khaled, Gabriela Nicolescu, Felipe Gohring de Magalhães | Published: 2022-07-21
Poisoning
Attack Method
Adversarial Example

Digital Twin-based Intrusion Detection for Industrial Control Systems

Authors: Seba Anna Varghese, Alireza Dehlaghi Ghadim, Ali Balador, Zahra Alimadadi, Panos Papadimitratos | Published: 2022-07-20
ML-Based IDS
Framework
Attack Method