Federated Learning

Federated Computing as Code (FCaC): Sovereignty-aware Systems by Design

Authors: Enzo Fenoglio, Philip Treleaven | Published: 2026-03-18
Data Integrity Constraints
Evaluation Method
Federated Learning
2026.03.18 2026.03.25
Literature Database

Incremental Federated Learning for Intrusion Detection in IoT Networks under Evolving Threat Landscape

Authors: Muaan Ur Rehman, Hayretdin Bahs, Rajesh Kalakoti | Published: 2026-03-11
evaluation metrics
Federated Learning
Federated Learning System
2026.03.11 2026.03.13
Literature Database

PTOPOFL: Privacy-Preserving Personalised Federated Learning via Persistent Homology

Authors: Kelly L Vomo-Donfack, Adryel Hoszu, Grégory Ginot, Ian Morilla | Published: 2026-03-04
Secure Aggregation
Privacy Design Principles
Federated Learning
2026.03.04 2026.03.06
Literature Database

Private and Robust Contribution Evaluation in Federated Learning

Authors: Delio Jaramillo Velez, Gergely Biczok, Alexandre Graell i Amat, Johan Ostman, Balazs Pejo | Published: 2026-02-25
Privacy Assessment
貢献評価手法
Federated Learning
2026.02.25 2026.02.27
Literature Database

LoRA-based Parameter-Efficient LLMs for Continuous Learning in Edge-based Malware Detection

Authors: Christian Rondanini, Barbara Carminati, Elena Ferrari, Niccolò Lardo, Ashish Kundu | Published: 2026-02-12
Edge Computing
Experimental Validation
Federated Learning
2026.02.12 2026.02.14
Literature Database

Towards Explainable Federated Learning: Understanding the Impact of Differential Privacy

Authors: Júlio Oliveira, Rodrigo Ferreira, André Riker, Glaucio H. S. Carvalho, Eirini Eleni Tsilopoulou | Published: 2026-02-10
Privacy Assurance
Differential Privacy
Federated Learning
2026.02.10 2026.02.12
Literature Database

SoK: Enhancing Cryptographic Collaborative Learning with Differential Privacy

Authors: Francesco Capano, Jonas Böhler, Benjamin Weggenmann | Published: 2026-01-14
Privacy Protection
Differential Privacy
Federated Learning
2026.01.14 2026.01.16
Literature Database

Decentralized Privacy-Preserving Federal Learning of Computer Vision Models on Edge Devices

Authors: Damian Harenčák, Lukáš Gajdošech, Martin Madaras | Published: 2026-01-08
Privacy Protection Method
Machine Learning Method
Federated Learning
2026.01.08 2026.01.10
Literature Database

An Efficient Gradient-Based Inference Attack for Federated Learning

Authors: Pablo Montaña-Fernández, Ines Ortega-Fernandez | Published: 2025-12-17
Privacy Analysis
Performance Evaluation
Federated Learning
2025.12.17 2025.12.19
Literature Database

Secure and Privacy-Preserving Federated Learning for Next-Generation Underground Mine Safety

Authors: Mohamed Elmahallawy, Sanjay Madria, Samuel Frimpong | Published: 2025-12-09
Privacy Assurance
Privacy Analysis
Federated Learning
2025.12.09 2025.12.11
Literature Database
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