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52 Publications
2021 | Journal Article | IST-REx-ID: 10211 | 
Mondelli M, Thrampoulidis C, Venkataramanan R. 2021. Optimal combination of linear and spectral estimators for generalized linear models. Foundations of Computational Mathematics.
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| arXiv
2021 | 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 | 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 | 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 | 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 | 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
2020 | 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 vol. 33, 11961–11972.
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| arXiv
2020 | 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: Internation Symposium on Information Theory vol. 2020–June, 401–406.
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| arXiv
2020 | Conference Paper | IST-REx-ID: 9198 |
Shevchenko A, Mondelli M. 2020. Landscape connectivity and dropout stability of SGD solutions for over-parameterized neural networks. Proceedings of the 37th International Conference on Machine Learning. vol. 119, 8773–8784.
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| arXiv
2020 | 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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