Poisoning

Mitigating Communications Threats in Decentralized Federated Learning through Moving Target Defense

Authors: Enrique Tomás Martínez Beltrán, Pedro Miguel Sánchez Sánchez, Sergio López Bernal, Gérôme Bovet, Manuel Gil Pérez, Gregorio Martínez Pérez, Alberto Huertas Celdrán | Published: 2023-07-21 | Updated: 2023-12-09
Secure Communication Channel
Poisoning
Threat modeling

Rethinking Backdoor Attacks

Authors: Alaa Khaddaj, Guillaume Leclerc, Aleksandar Makelov, Kristian Georgiev, Hadi Salman, Andrew Ilyas, Aleksander Madry | Published: 2023-07-19
Data Obfuscation
Backdoor Attack
Poisoning

Defending Against Poisoning Attacks in Federated Learning with Blockchain

Authors: Nanqing Dong, Zhipeng Wang, Jiahao Sun, Michael Kampffmeyer, William Knottenbelt, Eric Xing | Published: 2023-07-02 | Updated: 2024-03-12
Poisoning
Voting Mechanism
Federated Learning

On the Exploitability of Instruction Tuning

Authors: Manli Shu, Jiongxiao Wang, Chen Zhu, Jonas Geiping, Chaowei Xiao, Tom Goldstein | Published: 2023-06-28 | Updated: 2023-10-28
Prompt Injection
Poisoning
Adversarial Attack Detection

Towards Sybil Resilience in Decentralized Learning

Authors: Thomas Werthenbach, Johan Pouwelse | Published: 2023-06-26
Poisoning
Poisoning Attack
Federated Learning

Boosting Model Inversion Attacks with Adversarial Examples

Authors: Shuai Zhou, Tianqing Zhu, Dayong Ye, Xin Yu, Wanlei Zhou | Published: 2023-06-24
Poisoning
Adversarial Example
Adversarial attack

Edge Learning for 6G-enabled Internet of Things: A Comprehensive Survey of Vulnerabilities, Datasets, and Defenses

Authors: Mohamed Amine Ferrag, Othmane Friha, Burak Kantarci, Norbert Tihanyi, Lucas Cordeiro, Merouane Debbah, Djallel Hamouda, Muna Al-Hawawreh, Kim-Kwang Raymond Choo | Published: 2023-06-17 | Updated: 2024-02-08
Backdoor Attack
Poisoning
Federated Learning

Query-Free Evasion Attacks Against Machine Learning-Based Malware Detectors with Generative Adversarial Networks

Authors: Daniel Gibert, Jordi Planes, Quan Le, Giulio Zizzo | Published: 2023-06-16
Poisoning
Malware Propagation Means
Adversarial Spectrum Attack Detection

Fairness and Privacy-Preserving in Federated Learning: A Survey

Authors: Taki Hasan Rafi, Faiza Anan Noor, Tahmid Hussain, Dong-Kyu Chae | Published: 2023-06-14 | Updated: 2023-07-14
Privacy Technique
Poisoning
Federated Learning

Theoretical Foundations of Adversarially Robust Learning

Authors: Omar Montasser | Published: 2023-06-13
Poisoning
Robustness Evaluation
Adversarial Example