3 papers
cs.LG2025
Wormhole Dynamics in Deep Neural Networks
Yen-Lung Lai, Zhe Jin
This work investigates the generalization behavior of deep neural networks (DNNs), focusing on the phenomenon of "fooling examples," where DNNs confidently classify inputs that app…
cs.CR2024
WiFaKey: Generating Cryptographic Keys from Face in the Wild
Xingbo Dong, Hui Zhang, Yen Lung Lai +4
Deriving a unique cryptographic key from biometric measurements is a challenging task due to the existing noise gap between the biometric measurements and error correction coding.…
cs.CV2016
Rank Correlation Measure: A Representational Transformation for Biometric Template Protection
Zhe Jin, Yen-Lung Lai, Andrew Beng Jin Teoh
Despite a variety of theoretical-sound techniques have been proposed for biometric template protection, there is rarely practical solution that guarantees non-invertibility, cancel…