Simone Bombari

Graduate School
Mondelli Group

4 Publications

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[4]
2023 | Conference Paper | IST-REx-ID: 12859 | OA
Bombari S, Kiyani S, Mondelli M. 2023. Beyond the universal law of robustness: Sharper laws for random features and neural tangent kernels. Proceedings of the 40th International Conference on Machine Learning. ICML: International Conference on Machine Learning, PMLR, vol. 202, 2738–2776.
[Preprint] View | Files available | Download Preprint (ext.) | arXiv
 
[3]
2022 | Preprint | IST-REx-ID: 12860 | OA
Bombari S, Achille A, Wang Z, Wang Y-X, Xie Y, Singh KY, Appalaraju S, Mahadevan V, Soatto S. Towards differential relational privacy and its use in question answering. arXiv, 2203.16701.
[Preprint] View | DOI | Download Preprint (ext.) | arXiv
 
[2]
2022 | Journal Article | IST-REx-ID: 12538 | OA
Amani MH, Bombari S, Mondelli M, Pukdee R, Rini S. 2022. Sharp asymptotics on the compression of two-layer neural networks. IEEE Information Theory Workshop., 588–593.
[Preprint] View | DOI | Download Preprint (ext.) | arXiv
 
[1]
2022 | Conference Paper | IST-REx-ID: 12537 | OA
Bombari S, Amani MH, Mondelli M. 2022. Memorization and optimization in deep neural networks with minimum over-parameterization. 36th Conference on Neural Information Processing Systems. vol. 35, 7628–7640.
[Preprint] View | Download Preprint (ext.) | arXiv
 
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Citation Style: ISTA Annual Report

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4 Publications

Mark all

[4]
2023 | Conference Paper | IST-REx-ID: 12859 | OA
Bombari S, Kiyani S, Mondelli M. 2023. Beyond the universal law of robustness: Sharper laws for random features and neural tangent kernels. Proceedings of the 40th International Conference on Machine Learning. ICML: International Conference on Machine Learning, PMLR, vol. 202, 2738–2776.
[Preprint] View | Files available | Download Preprint (ext.) | arXiv
 
[3]
2022 | Preprint | IST-REx-ID: 12860 | OA
Bombari S, Achille A, Wang Z, Wang Y-X, Xie Y, Singh KY, Appalaraju S, Mahadevan V, Soatto S. Towards differential relational privacy and its use in question answering. arXiv, 2203.16701.
[Preprint] View | DOI | Download Preprint (ext.) | arXiv
 
[2]
2022 | Journal Article | IST-REx-ID: 12538 | OA
Amani MH, Bombari S, Mondelli M, Pukdee R, Rini S. 2022. Sharp asymptotics on the compression of two-layer neural networks. IEEE Information Theory Workshop., 588–593.
[Preprint] View | DOI | Download Preprint (ext.) | arXiv
 
[1]
2022 | Conference Paper | IST-REx-ID: 12537 | OA
Bombari S, Amani MH, Mondelli M. 2022. Memorization and optimization in deep neural networks with minimum over-parameterization. 36th Conference on Neural Information Processing Systems. vol. 35, 7628–7640.
[Preprint] View | Download Preprint (ext.) | arXiv
 
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Citation Style: ISTA Annual Report

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