Federated Learning

Do You Trust Your Model? Emerging Malware Threats in the Deep Learning Ecosystem

Authors: Dorjan Hitaj, Giulio Pagnotta, Fabio De Gaspari, Sediola Ruko, Briland Hitaj, Luigi V. Mancini, Fernando Perez-Cruz | Published: 2024-03-06 | Updated: 2025-05-13
Prompt Injection
Malware Classification
Federated Learning
2024.03.06 2025.05.27
Literature Database

Enhancing Security in Federated Learning through Adaptive Consensus-Based Model Update Validation

Authors: Zahir Alsulaimawi | Published: 2024-03-05
Poisoning
Federated Learning
Defense Method
2024.03.05 2025.05.27
Literature Database

Federated Learning Under Attack: Exposing Vulnerabilities through Data Poisoning Attacks in Computer Networks

Authors: Ehsan Nowroozi, Imran Haider, Rahim Taheri, Mauro Conti | Published: 2024-03-05
Backdoor Attack
Poisoning
Federated Learning
2024.03.05 2025.05.27
Literature Database

Enhancing Data Provenance and Model Transparency in Federated Learning Systems — A Database Approach

Authors: Michael Gu, Ramasoumya Naraparaju, Dongfang Zhao | Published: 2024-03-03
Data Origins and Evolution
Poisoning
Federated Learning
2024.03.03 2025.05.27
Literature Database

Analysis of Privacy Leakage in Federated Large Language Models

Authors: Minh N. Vu, Truc Nguyen, Tre' R. Jeter, My T. Thai | Published: 2024-03-02
Privacy Protection Method
Poisoning
Federated Learning
2024.03.02 2025.05.27
Literature Database

Defending Against Data Reconstruction Attacks in Federated Learning: An Information Theory Approach

Authors: Qi Tan, Qi Li, Yi Zhao, Zhuotao Liu, Xiaobing Guo, Ke Xu | Published: 2024-03-02
Privacy Protection Method
Poisoning
Federated Learning
2024.03.02 2025.05.27
Literature Database

Federated Learning on Transcriptomic Data: Model Quality and Performance Trade-Offs

Authors: Anika Hannemann, Jan Ewald, Leo Seeger, Erik Buchmann | Published: 2024-02-22
Data Privacy Assessment
Data Preprocessing
Federated Learning
2024.02.22 2025.05.27
Literature Database

Federated Bayesian Network Ensembles

Authors: Florian van Daalen, Lianne Ippel, Andre Dekker, Inigo Bermejo | Published: 2024-02-19
Bayesian Classification
Model Design
Federated Learning
2024.02.19 2025.05.27
Literature Database

A chaotic maps-based privacy-preserving distributed deep learning for incomplete and Non-IID datasets

Authors: Irina Arévalo, Jose L. Salmeron | Published: 2024-02-15
Privacy Protection Method
Cryptography
Federated Learning
2024.02.15 2025.05.27
Literature Database

FedRDF: A Robust and Dynamic Aggregation Function against Poisoning Attacks in Federated Learning

Authors: Enrique Mármol Campos, Aurora González Vidal, José Luis Hernández Ramos, Antonio Skarmeta | Published: 2024-02-15
Poisoning
Attack Method
Federated Learning
2024.02.15 2025.05.27
Literature Database
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