Differentially Private Stochastic Gradient Descent with Fixed-Size Minibatches: Tighter RDP Guarantees with or without Replacement

Differentially Private Stochastic Gradient Descent with Fixed-Size Minibatches: Tighter RDP Guarantees with or without Replacement

Item #:: 079017-0354
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DOI: https://doi.org/10.52202/079017-0354
Author(s): Rouzbeh Behnia, Jeremiah Birrell, Reza Ebrahimi, Jason Pacheco
Pages: 11087-11131 (45 pages)
Format: PDF Paper Download
Conference: Advances in Neural Information Processing Systems 37
Date/Location: Held 10-15 December 2024, Vancouver, Canada.
Series: Advances in Neural Information Processing Systems 37
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)

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DOI: https://doi.org/10.52202/079017-0354
Author(s): Rouzbeh Behnia, Jeremiah Birrell, Reza Ebrahimi, Jason Pacheco
Pages: 11087-11131 (45 pages)
Format: PDF Paper Download
Conference: Advances in Neural Information Processing Systems 37
Date/Location: Held 10-15 December 2024, Vancouver, Canada.
Series: Advances in Neural Information Processing Systems 37
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)