Poisoning

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

VerifBFL: Leveraging zk-SNARKs for A Verifiable Blockchained Federated Learning

Authors: Ahmed Ayoub Bellachia, Mouhamed Amine Bouchiha, Yacine Ghamri-Doudane, Mourad Rabah | Published: 2025-01-08
Privacy Protection
Framework
Poisoning
2025.01.08 2025.05.27
Literature Database

Mingling with the Good to Backdoor Federated Learning

Authors: Nuno Neves | Published: 2025-01-03
Backdoor Attack
Poisoning
2025.01.03 2025.05.27
Literature Database

A Backdoor Attack Scheme with Invisible Triggers Based on Model Architecture Modification

Authors: Yuan Ma, Xu Ma, Jiankang Wei, Jinmeng Tang, Xiaoyu Zhang, Yilun Lyu, Kehao Chen, Jingtong Huang | Published: 2024-12-22 | Updated: 2025-01-06
Backdoor Attack
Poisoning
2024.12.22 2025.05.27
Literature Database

Adversarially robust generalization theory via Jacobian regularization for deep neural networks

Authors: Dongya Wu, Xin Li | Published: 2024-12-17
Poisoning
Adversarial Example
2024.12.17 2025.05.27
Literature Database

GLL: A Differentiable Graph Learning Layer for Neural Networks

Authors: Jason Brown, Bohan Chen, Harris Hardiman-Mostow, Jeff Calder, Andrea L. Bertozzi | Published: 2024-12-11
Poisoning
Adversarial Training
2024.12.11 2025.05.27
Literature Database

Optimal Defenses Against Gradient Reconstruction Attacks

Authors: Yuxiao Chen, Gamze Gürsoy, Qi Lei | Published: 2024-11-06
Poisoning
Defense Method
2024.11.06 2025.05.27
Literature Database

FEDLAD: Federated Evaluation of Deep Leakage Attacks and Defenses

Authors: Isaac Baglin, Xiatian Zhu, Simon Hadfield | Published: 2024-11-05 | Updated: 2025-01-05
Poisoning
Attack Evaluation
Evaluation Method
2024.11.05 2025.05.27
Literature Database
Next page