225 citations · 805 across the 24 of their papers we have counts for
4 papers · 1 filter
A Comparative Measurement Study of Deep Learning as a Service Framework
Yanzhao Wu, Ling Liu, Calton Pu +4
Big data powered Deep Learning (DL) and its applications have blossomed in recent years, fueled by three technological trends: a large amount of digitized data openly accessible, a…
A Comparative Study of Containers and Virtual Machines in Big Data Environment
Qi Zhang, Ling Liu, Calton Pu +3
Container technique is gaining increasing attention in recent years and has become an alternative to traditional virtual machines. Some of the primary motivations for the enterpris…
Towards Demystifying Membership Inference Attacks
Stacey Truex, Ling Liu, Mehmet Emre Gursoy +2
Membership inference attacks seek to infer membership of individual training instances of a model to which an adversary has black-box access through a machine learning-as-a-service…
Adversarial Examples in Deep Learning: Characterization and Divergence
Wenqi Wei, Ling Liu, Margaret Loper +4
The burgeoning success of deep learning has raised the security and privacy concerns as more and more tasks are accompanied with sensitive data. Adversarial attacks in deep learnin…