5 min readGuide
Designing a Decentralized Federated Learning System
Design a DFL system with topology, message contracts, mixing weights, recovery policies and per-client evaluation.
Research Notes on Federated Learning, Cybersecurity and Cyberdefense
Research notes and technical guides on federated learning, distributed AI, cyberdefense, trustworthy systems, and privacy-preserving platforms.
Topic: Decentralized Federated Learning Clear topic
4 articles. Page 1 of 1.
5 min readGuide
From Survey to Prototype: A Research Workflow for DFL
From the DFL survey to Flighter and Modalis: turn literature into testable hypotheses, reproducible experiments and traceable evidence.
7 min readGuide
Federated Learning Without Sharing Raw Data
Learn how federated learning and FedAvg work, what differential privacy and secure aggregation protect, and how to evaluate collaboration.
6 min readGuide
Decentralized Federated Learning: Fundamentals and Applications
DFL foundations: peer aggregation, topology, convergence, privacy and communication. Learn when it fits better than server-based FL.