id	author	title	date	pages	extension	mime	words	sentence	flesch	summary	cache	txt
cana-4547	Janardhan Komarolu, C.Nagaraju	Design of an Adaptive and Iterative Multi-Modal Transformer-Based Biometric Security Framework for Robust Authentication and Spoof Detection	2025	20	.pdf	application/pdf	8196	439	36	No. 9s (2025) 2660 https://internationalpubls.com 1.2 Motivation & Contribution Deep learning has revolutionized biometric authentication speedily within a very short span of time, but, at the same time, it has opened a scope for adversarial attacks and synthetic identity attacks against the biometric system. By integrating adaptive biometric fusion, deepfake-resistant verification, and zero-trust-based continuous authentication, this work lays an advanced security paradigm against emerging cyber threats for biometric security systems.	cache/cana-4547.pdf	txt/cana-4547.txt