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20162018
most citedPrivacy-preserving Machine Learning through Data Obfuscation

66 citations · 129 across the 11 of their papers we have counts for

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7 papers · 1 filter

cs.CR2018★ 13 cited

VerIDeep: Verifying Integrity of Deep Neural Networks through Sensitive-Sample Fingerprinting

Zecheng He, Tianwei Zhang, Ruby B. Lee

Deep learning has become popular, and numerous cloud-based services are provided to help customers develop and deploy deep learning applications. Meanwhile, various attack techniqu…

cs.CR2018★ 66 cited

Privacy-preserving Machine Learning through Data Obfuscation

Tianwei Zhang, Zecheng He, Ruby B. Lee

As machine learning becomes a practice and commodity, numerous cloud-based services and frameworks are provided to help customers develop and deploy machine learning applications.…

cs.CR2018★ 1 cited

Practical and Scalable Security Verification of Secure Architectures

Jakub Szefer, Tianwei Zhang, Ruby B. Lee

We present a new and practical framework for security verification of secure architectures. Specifically, we break the verification task into external verification and internal ver…

cs.CR2017★ 1 cited

Implicit Smartphone User Authentication with Sensors and Contextual Machine Learning

Wei-Han Lee, Ruby B. Lee

Authentication of smartphone users is important because a lot of sensitive data is stored in the smartphone and the smartphone is also used to access various cloud data and service…

cs.CR2017★ 5 cited

Secure Pick Up: Implicit Authentication When You Start Using the Smartphone

Wei-Han Lee, Xiaochen Liu, Yilin Shen +2

We propose Secure Pick Up (SPU), a convenient, lightweight, in-device, non-intrusive and automatic-learning system for smartphone user authentication. Operating in the background,…

cs.CR2017

Implicit Sensor-based Authentication of Smartphone Users with Smartwatch

Wei-Han Lee, Ruby Lee

Smartphones are now frequently used by end-users as the portals to cloud-based services, and smartphones are easily stolen or co-opted by an attacker. Beyond the initial log-in mec…

cs.CR2017★ 1 cited

Multi-sensor authentication to improve smartphone security

Wei-Han Lee, Ruby Lee

The widespread use of smartphones gives rise to new security and privacy concerns. Smartphone thefts account for the largest percentage of thefts in recent crime statistics. Using…