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Private and Efficient Meta-Learning with Low Rank and Sparse Decomposition


Oct 07, 2022
Soumyabrata Pal, Prateek Varshney, Prateek Jain, Abhradeep Guha Thakurta, Gagan Madan, Gaurav Aggarwal, Pradeep Shenoy, Gaurav Srivastava

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* 97 pages, 3 figures 

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When Does Differentially Private Learning Not Suffer in High Dimensions?


Jul 09, 2022
Xuechen Li, Daogao Liu, Tatsunori Hashimoto, Huseyin A. Inan, Janardhan Kulkarni, Yin Tat Lee, Abhradeep Guha Thakurta

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* 25 pages; v2 fixes typos and formatting 

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Private Matrix Approximation and Geometry of Unitary Orbits


Jul 06, 2022
Oren Mangoubi, Yikai Wu, Satyen Kale, Abhradeep Guha Thakurta, Nisheeth K. Vishnoi

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* Proceedings of Thirty Fifth Conference on Learning Theory (COLT), PMLR 178:3547-3588, 2022 

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Private Online Prefix Sums via Optimal Matrix Factorizations


Feb 16, 2022
Brendan McMahan, Keith Rush, Abhradeep Guha Thakurta

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* 23 pages, 1 figure 

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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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