Poisoning

Byzantine-Resilient Federated PCA and Low Rank Column-wise Sensing

Authors: Ankit Pratap Singh, Namrata Vaswani | Published: 2023-09-25 | Updated: 2024-08-09
Poisoning
Dimensionality Reduction Method
Federated Learning

Deep Nonparametric Convexified Filtering for Computational Photography, Image Synthesis and Adversarial Defense

Authors: Jianqiao Wangni | Published: 2023-09-13 | Updated: 2023-09-14
Watermarking
Poisoning
Deep Learning Method

Sample Complexity of Robust Learning against Evasion Attacks

Authors: Pascale Gourdeau | Published: 2023-08-23
Sample Complexity
Poisoning
Adversarial Example

Protect Federated Learning Against Backdoor Attacks via Data-Free Trigger Generation

Authors: Yanxin Yang, Ming Hu, Yue Cao, Jun Xia, Yihao Huang, Yang Liu, Mingsong Chen | Published: 2023-08-22
Backdoor Attack
Poisoning
Defense Method

Test-Time Poisoning Attacks Against Test-Time Adaptation Models

Authors: Tianshuo Cong, Xinlei He, Yun Shen, Yang Zhang | Published: 2023-08-16
Poisoning
Model Performance Evaluation
Attack Evaluation

A Review of Adversarial Attacks in Computer Vision

Authors: Yutong Zhang, Yao Li, Yin Li, Zhichang Guo | Published: 2023-08-15
Poisoning
Adversarial Attack Methods
Defense Method

A Survey on Decentralized Federated Learning

Authors: Edoardo Gabrielli, Giovanni Pica, Gabriele Tolomei | Published: 2023-08-08
Data Protection Method
Integration of Blockchain and FL
Poisoning

Breaking Speaker Recognition with PaddingBack

Authors: Zhe Ye, Diqun Yan, Li Dong, Kailai Shen | Published: 2023-08-08 | Updated: 2024-03-11
Watermarking
Backdoor Attack
Poisoning

When Federated Learning meets Watermarking: A Comprehensive Overview of Techniques for Intellectual Property Protection

Authors: Mohammed Lansari, Reda Bellafqira, Katarzyna Kapusta, Vincent Thouvenot, Olivier Bettan, Gouenou Coatrieux | Published: 2023-08-07
Watermarking
Data Protection Method
Poisoning

Label Inference Attacks against Node-level Vertical Federated GNNs

Authors: Marco Arazzi, Mauro Conti, Stefanos Koffas, Marina Krcek, Antonino Nocera, Stjepan Picek, Jing Xu | Published: 2023-08-04 | Updated: 2024-04-18
Poisoning
Adversarial Attack Methods
Federated Learning