4 papers
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…
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.…
On the Computational Entanglement of Distant Features in Adversarial Machine Learning
YenLung Lai, Xingbo Dong, Zhe Jin
In this research, we introduce the concept of "computational entanglement," a phenomenon observed in overparameterized feedforward linear networks that enables the network to achie…
A Symmetric Keyring Encryption Scheme for Biometric Cryptosystems
Yen-Lung Lai, Jung-Yeon Hwang, Zhe Jin +3
In this paper, we propose a novel biometric cryptosystem for vectorial biometrics named symmetric keyring encryption (SKE) inspired by Rivest's keyring model (2016). Unlike convent…