50 citations · 182 across the 13 of their papers we have counts for
5 papers · 1 filter
Self-Expiring Data Capsule using Trusted Execution Environment
Hung Dang, Ee-Chien Chang
Data privacy is unarguably of extreme importance. Nonetheless, there exist various daunting challenges to safe-guarding data privacy. These challenges stem from the fact that data…
Effectiveness of Distillation Attack and Countermeasure on Neural Network Watermarking
Ziqi Yang, Hung Dang, Ee-Chien Chang
The rise of machine learning as a service and model sharing platforms has raised the need of traitor-tracing the models and proof of authorship. Watermarking technique is the main…
Enhancing Transformation-based Defenses using a Distribution Classifier
Connie Kou, Hwee Kuan Lee, Ee-Chien Chang +1
Adversarial attacks on convolutional neural networks (CNN) have gained significant attention and there have been active research efforts on defense mechanisms. Stochastic input tra…
Autonomous Membership Service for Enclave Applications
Hung Dang, Ee-Chien Chang
Trusted Execution Environment, or enclave, promises to protect data confidentiality and execution integrity of an outsourced computation on an untrusted host. Extending the protect…
Adversarial Neural Network Inversion via Auxiliary Knowledge Alignment
Ziqi Yang, Ee-Chien Chang, Zhenkai Liang
The rise of deep learning technique has raised new privacy concerns about the training data and test data. In this work, we investigate the model inversion problem in the adversari…