Poisoning

On the Security and Privacy of Federated Learning: A Survey with Attacks, Defenses, Frameworks, Applications, and Future Directions

Authors: Daniel M. Jimenez-Gutierrez, Yelizaveta Falkouskaya, Jose L. Hernandez-Ramos, Aris Anagnostopoulos, Ioannis Chatzigiannakis, Andrea Vitaletti | Published: 2025-08-19
Privacy Design Principles
Poisoning
Detection of Poisonous Data
2025.08.19 2025.08.21
Literature Database

Non-omniscient backdoor injection with a single poison sample: Proving the one-poison hypothesis for linear regression and linear classification

Authors: Thorsten Peinemann, Paula Arnold, Sebastian Berndt, Thomas Eisenbarth, Esfandiar Mohammadi | Published: 2025-08-07
Backdoor Attack
Backdoor Attack Techniques
Poisoning
2025.08.07 2025.08.09
Literature Database

Cascading and Proxy Membership Inference Attacks

Authors: Yuntao Du, Jiacheng Li, Yuetian Chen, Kaiyuan Zhang, Zhizhen Yuan, Hanshen Xiao, Bruno Ribeiro, Ninghui Li | Published: 2025-07-29
Poisoning
メンバーシップ推定
Evaluation Method
2025.07.29 2025.07.31
Literature Database

A Linear Approach to Data Poisoning

Authors: Diego Granziol, Donald Flynn | Published: 2025-05-21
Poisoning
Dynamic Analysis
Statistical Analysis
2025.05.21 2025.05.28
Literature Database

One Shot Dominance: Knowledge Poisoning Attack on Retrieval-Augmented Generation Systems

Authors: Zhiyuan Chang, Mingyang Li, Xiaojun Jia, Junjie Wang, Yuekai Huang, Ziyou Jiang, Yang Liu, Qing Wang | Published: 2025-05-15 | Updated: 2025-05-20
Poisoning attack on RAG
Poisoning
Poisoning Attack
2025.05.15 2025.05.28
Literature Database

Toward Malicious Clients Detection in Federated Learning

Authors: Zhihao Dou, Jiaqi Wang, Wei Sun, Zhuqing Liu, Minghong Fang | Published: 2025-05-14
Trigger Detection
Poisoning
悪意のあるクライアント検出
2025.05.14 2025.05.28
Literature Database

Analysis of the vulnerability of machine learning regression models to adversarial attacks using data from 5G wireless networks

Authors: Leonid Legashev, Artur Zhigalov, Denis Parfenov | Published: 2025-05-01
Backdoor Attack
Poisoning
Attack Type
2025.05.01 2025.05.27
Literature Database

Data Encryption Battlefield: A Deep Dive into the Dynamic Confrontations in Ransomware Attacks

Authors: Arash Mahboubi, Hamed Aboutorab, Seyit Camtepe, Hang Thanh Bui, Khanh Luong, Keyvan Ansari, Shenlu Wang, Bazara Barry | Published: 2025-04-29
Online Learning
Poisoning
Performance Evaluation
2025.04.29 2025.05.27
Literature Database

Optimizing ML Training with Metagradient Descent

Authors: Logan Engstrom, Andrew Ilyas, Benjamin Chen, Axel Feldmann, William Moses, Aleksander Madry | Published: 2025-03-17
Poisoning
Selection and Evaluation of Optimization Algorithms
Deep Learning
2025.03.17 2025.05.27
Literature Database

Provably effective detection of effective data poisoning attacks

Authors: Jonathan Gallagher, Yasaman Esfandiari, Callen MacPhee, Michael Warren | Published: 2025-01-21
Backdoor Attack
Poisoning
Experimental Validation
2025.01.21 2025.05.27
Literature Database
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