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Amartya Sanyal

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Provable Privacy with Non-Private Pre-Processing

Mar 19, 2024
Yaxi Hu, Amartya Sanyal, Bernhard Schölkopf

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On the Growth of Mistakes in Differentially Private Online Learning: A Lower Bound Perspective

Feb 26, 2024
Daniil Dmitriev, Kristóf Szabó, Amartya Sanyal

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Corrective Machine Unlearning

Feb 21, 2024
Shashwat Goel, Ameya Prabhu, Philip Torr, Ponnurangam Kumaraguru, Amartya Sanyal

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Can semi-supervised learning use all the data effectively? A lower bound perspective

Nov 30, 2023
Alexandru Ţifrea, Gizem Yüce, Amartya Sanyal, Fanny Yang

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How robust accuracy suffers from certified training with convex relaxations

Jun 12, 2023
Piersilvio De Bartolomeis, Jacob Clarysse, Amartya Sanyal, Fanny Yang

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PILLAR: How to make semi-private learning more effective

Jun 06, 2023
Francesco Pinto, Yaxi Hu, Fanny Yang, Amartya Sanyal

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Certifying Ensembles: A General Certification Theory with S-Lipschitzness

Apr 25, 2023
Aleksandar Petrov, Francisco Eiras, Amartya Sanyal, Philip H. S. Torr, Adel Bibi

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Do you pay for Privacy in Online learning?

Oct 10, 2022
Amartya Sanyal, Giorgia Ramponi

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A law of adversarial risk, interpolation, and label noise

Jul 08, 2022
Daniel Paleka, Amartya Sanyal

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How robust are pre-trained models to distribution shift?

Jun 17, 2022
Yuge Shi, Imant Daunhawer, Julia E. Vogt, Philip H. S. Torr, Amartya Sanyal

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