Attack Methods against DFL

Towards Data-Free Model Stealing in a Hard Label Setting

Authors: Sunandini Sanyal, Sravanti Addepalli, R. Venkatesh Babu | Published: 2022-04-23
Attack Methods against DFL
Query Diversity
Membership Inference

Semi-Targeted Model Poisoning Attack on Federated Learning via Backward Error Analysis

Authors: Yuwei Sun, Hideya Ochiai, Jun Sakuma | Published: 2022-03-22 | Updated: 2022-05-10
Attack Methods against DFL
Poisoning
Semi-Targeted Attack

Achieving Security and Privacy in Federated Learning Systems: Survey, Research Challenges and Future Directions

Authors: Alberto Blanco-Justicia, Josep Domingo-Ferrer, Sergio Martínez, David Sánchez, Adrian Flanagan, Kuan Eeik Tan | Published: 2020-12-12
Attack Methods against DFL
Poisoning
Federated Learning

Mitigating Sybil Attacks on Differential Privacy based Federated Learning

Authors: Yupeng Jiang, Yong Li, Yipeng Zhou, Xi Zheng | Published: 2020-10-20
Attack Methods against DFL
Poisoning
Poisoning Attack

Free-rider Attacks on Model Aggregation in Federated Learning

Authors: Yann Fraboni, Richard Vidal, Marco Lorenzi | Published: 2020-06-21 | Updated: 2021-02-22
Attack Methods against DFL
SGD Characteristics
Machine Learning Algorithm