id	author	title	date	pages	extension	mime	words	sentence	flesch	summary	cache	txt
cana-4450	Nagaraj Naik, Vikranth B M	Federated Learning: A Comprehensive Survey on Types, Applications, Challenges, and Future Directions	2025	11	.pdf	application/pdf	5903	279	38	To ensure security and adaptability, techniques such as secure aggregation using homomorphic encryption, differential privacy, and personalized FL models have been proposed. While extensive works focus on the ML side of FL, the software architecture design of FL systems has received little attention.	cache/cana-4450.pdf	txt/cana-4450.txt