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Investigating Learning in Deep Neural Networks using Layer-Wise Weight Change

Dec 01, 2020
Ayush Manish Agrawal, Atharva Tendle, Harshvardhan Sikka, Sahib Singh, Amr Kayid

* 14 pages, 20 figures 

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Neither Private Nor Fair: Impact of Data Imbalance on Utility and Fairness in Differential Privacy

Oct 03, 2020
Tom Farrand, Fatemehsadat Mireshghallah, Sahib Singh, Andrew Trask

* 5 pages, 5 figures 

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Benchmarking Differentially Private Residual Networks for Medical Imagery

Jun 28, 2020
Sahib Singh, Harshvardhan Sikka, Sasikanth Kotti, Andrew Trask

* 5 Pages, 3 Figures 

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