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83 Publications
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2022 |
Published |
Conference Paper |
IST-REx-ID: 12540 |
Venkataramanan R, Kögler K, Mondelli M. 2022. Estimation in rotationally invariant generalized linear models via approximate message passing. Proceedings of the 39th International Conference on Machine Learning. ICML: International Conference on Machine Learning vol. 162, 22.
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2022 |
Submitted |
Preprint |
IST-REx-ID: 12860 |
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.
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| arXiv
2022 |
Published |
Journal Article |
IST-REx-ID: 10211 |
Mondelli M, Thrampoulidis C, Venkataramanan R. 2022. Optimal combination of linear and spectral estimators for generalized linear models. Foundations of Computational Mathematics. 22(5), 1513–1566.
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| WoS
| arXiv
2022 |
Published |
Journal Article |
IST-REx-ID: 10364 |
Hashemi SA, Mondelli M, Fazeli A, Vardy A, Cioffi J, Goldsmith A. 2022. Parallelism versus latency in simplified successive-cancellation decoding of polar codes. IEEE Transactions on Wireless Communications. 21(6), 3909–3920.
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| arXiv
2022 |
Published |
Conference Paper |
IST-REx-ID: 17086 |
Zhang Y, Weinberger N. 2022. Mean estimation in high-dimensional binary Markov Gaussian mixture models. 36th Conference on Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems, NeurIPS, vol. 35.
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| arXiv
2022 |
Published |
Journal Article |
IST-REx-ID: 11420 |
Shevchenko A, Kungurtsev V, Mondelli M. 2022. Mean-field analysis of piecewise linear solutions for wide ReLU networks. Journal of Machine Learning Research. 23(130), 1–55.
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| arXiv
2021 |
Published |
Conference Paper |
IST-REx-ID: 13146 |
Nguyen Q, Mondelli M, Montufar G. 2021. Tight bounds on the smallest Eigenvalue of the neural tangent kernel for deep ReLU networks. Proceedings of the 38th International Conference on Machine Learning. ICML: International Conference on Machine Learning vol. 139, 8119–8129.
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| arXiv
2021 |
Published |
Journal Article |
IST-REx-ID: 15254 |
Li S, Bitar R, Jaggi S, Zhang Y. 2021. Network coding with myopic adversaries. IEEE Journal on Selected Areas in Information Theory. 2(4), 1108–1119.
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| arXiv
2021 |
Published |
Conference Paper |
IST-REx-ID: 10593 |
Mondelli M, Venkataramanan R. 2021. PCA initialization for approximate message passing in rotationally invariant models. 35th Conference on Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems vol. 35, 29616–29629.
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| arXiv
2021 |
Published |
Conference Paper |
IST-REx-ID: 10594 |
Nguyen Q, Bréchet P, Mondelli M. 2021. When are solutions connected in deep networks? 35th Conference on Neural Information Processing Systems. 35th Conference on Neural Information Processing Systems vol. 35.
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| arXiv
2021 |
Published |
Conference Paper |
IST-REx-ID: 10595 |
Nguyen Q, Mondelli M, Montufar GF. 2021. Tight bounds on the smallest eigenvalue of the neural tangent kernel for deep ReLU networks. Proceedings of the 38th International Conference on Machine Learning. ICML: International Conference on Machine Learning, Proceedings of Machine Learning Research, vol. 139, 8119–8129.
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| arXiv
2021 |
Published |
Conference Paper |
IST-REx-ID: 10597 |
Fathollahi D, Farsad N, Hashemi SA, Mondelli M. 2021. Sparse multi-decoder recursive projection aggregation for Reed-Muller codes. 2021 IEEE International Symposium on Information Theory. ISIT: International Symposium on Information Theory, 1082–1087.
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| arXiv
2021 |
Published |
Conference Paper |
IST-REx-ID: 10598 |
Mondelli M, Venkataramanan R. 2021. Approximate message passing with spectral initialization for generalized linear models. Proceedings of The 24th International Conference on Artificial Intelligence and Statistics. AISTATS: Artificial Intelligence and Statistics, Proceedings of Machine Learning Research, vol. 130, 397–405.
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| arXiv
2021 |
Published |
Conference Paper |
IST-REx-ID: 10599 |
Hashemi SA, Mondelli M, Cioffi J, Goldsmith A. 2021. Successive syndrome-check decoding of polar codes. Proceedings of the 55th Asilomar Conference on Signals, Systems, and Computers. ACSSC: Asilomar Conference on Signals, Systems, and Computers vol. 2021–October, 943–947.
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| arXiv
2021 |
Published |
Conference Paper |
IST-REx-ID: 10053 |
Hashemi SA, Mondelli M, Fazeli A, Vardy A, Cioffi J, Goldsmith A. 2021. Parallelism versus latency in simplified successive-cancellation decoding of polar codes. 2021 IEEE International Symposium on Information Theory. ISIT: International Symposium on Information Theory, 2369–2374.
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| WoS
| arXiv
2021 |
Published |
Journal Article |
IST-REx-ID: 9002 |
Fazeli A, Hassani H, Mondelli M, Vardy A. 2021. Binary linear codes with optimal scaling: Polar codes with large kernels. IEEE Transactions on Information Theory. 67(9), 5693–5710.
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| arXiv
2021 |
Published |
Journal Article |
IST-REx-ID: 9047 |
Mondelli M, Hashemi SA, Cioffi JM, Goldsmith A. 2021. Sublinear latency for simplified successive cancellation decoding of polar codes. IEEE Transactions on Wireless Communications. 20(1), 18–27.
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| arXiv
2020 |
Published |
Conference Paper |
IST-REx-ID: 8536 |
Mondelli M, Hashemi SA, Cioffi J, Goldsmith A. 2020. Simplified successive cancellation decoding of polar codes has sublinear latency. IEEE International Symposium on Information Theory - Proceedings. ISIT: International Symposium on Information Theory vol. 2020–June, 401–406.
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| WoS
| arXiv
2020 |
Published |
Conference Paper |
IST-REx-ID: 9221 |
Nguyen Q, Mondelli M. 2020. Global convergence of deep networks with one wide layer followed by pyramidal topology. 34th Conference on Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems, Advances in Neural Information Processing Systems, vol. 33, 11961–11972.
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| arXiv
2020 |
Published |
Journal Article |
IST-REx-ID: 6748 |
Javanmard A, Mondelli M, Montanari A. 2020. Analysis of a two-layer neural network via displacement convexity. Annals of Statistics. 48(6), 3619–3642.
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| arXiv
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