A Generative Framework for Low-Cost Result Validation of Machine Learning-as-a-Service Inference

1 code implementation • 31 Mar 2023 • Abhinav Kumar, Miguel A. Guirao Aguilera, Reza Tourani, Satyajayant Misra

However, in some applications, such as Augmented/Virtual Reality, integrity verification of the outsourced ML tasks is more critical--a facet that has not received much attention.

Autonomous Driving Generative Adversarial Network +1

DLWIoT: Deep Learning-based Watermarking for Authorized IoT Onboarding

no code implementations • 18 Oct 2020 • Spyridon Mastorakis, Xin Zhong, Pei-Chi Huang, Reza Tourani

DLWIoT embeds user credentials into carrier images (e. g., QR codes printed on IoT devices), thus enables IoT onboarding only by authorized users.

Democratizing the Edge: A Pervasive Edge Computing Framework

no code implementations • 1 Jul 2020 • Reza Tourani, Srikathyayani Srikanteswara, Satyajayant Misra, Richard Chow, Lily Yang, Xiruo Liu, Yi Zhang

The needs of emerging applications, such as augmented and virtual reality, federated machine learning, and autonomous driving, have motivated edge computing--the push of computation capabilities to the edge.

Networking and Internet Architecture