Search Results for author: Satyajayant Misra

Found 3 papers, 0 papers with code

A Generative Framework for Low-Cost Result Validation of Outsourced Machine Learning Tasks

no code implementations31 Mar 2023 Abhinav Kumar, Miguel A. Guirao Aguilera, Reza Tourani, Satyajayant Misra

Fides features a client-side attack detection model that uses statistical analysis and divergence measurements to identify, with a high likelihood, if the service model is under attack.

Autonomous Driving Generative Adversarial Network +1

AMI-FML: A Privacy-Preserving Federated Machine Learning Framework for AMI

no code implementations13 Sep 2021 Milan Biswal, Abu Saleh Md Tayeen, Satyajayant Misra

The aggregator uses the learned model gradients received from the federated smart meters to generate an aggregate, robust RNN model which improves the forecasting accuracy for individual and aggregated STLF.

BIG-bench Machine Learning energy management +4

Democratizing the Edge: A Pervasive Edge Computing Framework

no code implementations1 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

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