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Aditya Sinha

Matryoshka Representations for Adaptive Deployment

Jun 01, 2022
Aditya Kusupati, Gantavya Bhatt, Aniket Rege, Matthew Wallingford, Aditya Sinha, Vivek Ramanujan, William Howard-Snyder, Kaifeng Chen, Sham Kakade, Prateek Jain, Ali Farhadi

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* 32 pages, 11 figures Edits: Fixed details about adaptive classification

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Node-Level Differentially Private Graph Neural Networks

Dec 06, 2021
Ameya Daigavane, Gagan Madan, Aditya Sinha, Abhradeep Guha Thakurta, Gaurav Aggarwal, Prateek Jain

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* 23 pages, 3 figures

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IGLU: Efficient GCN Training via Lazy Updates

Sep 28, 2021
S Deepak Narayanan, Aditya Sinha, Prateek Jain, Purushottam Kar, Sundararajan Sellamanickam

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* Under Review, 26 pages

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