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61 Publications
2024 |Published| Conference Paper | IST-REx-ID: 17147
Depope A, Mondelli M, Robinson MR. 2024. Inference of genetic effects via approximate message passing. 2024 IEEE International Conference on Acoustics, Speech, and Signal Processing. ICASSP: International Conference on Acoustics, Speech and Signal Processing, 13151–13155.
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2024 |Published| Journal Article | IST-REx-ID: 14665 | 
Zhang Y, Vatedka S. 2024. Multiple packing: Lower bounds via error exponents. IEEE Transactions on Information Theory. 70(2), 1008–1039.
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| arXiv
2024 |Epub ahead of print| Journal Article | IST-REx-ID: 17330
Resch N, Yuan C, Zhang Y. 2024. Zero-rate thresholds and new capacity bounds for list-decoding and list-recovery. IEEE Transactions on Information Theory.
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| arXiv
2024 |Published| Journal Article | IST-REx-ID: 15172 |
Esposito AR, Mondelli M. 2024. Concentration without independence via information measures. IEEE Transactions on Information Theory. 70(6), 3823–3839.
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| arXiv
2024 |Submitted| Preprint | IST-REx-ID: 17350 |
Pedrotti F, Maas J, Mondelli M. Improved convergence of score-based diffusion models via prediction-correction. arXiv, 10.48550/arXiv.2305.14164.
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| arXiv
2024 |Published| Conference Paper | IST-REx-ID: 17893 |
Jin L, Esposito AR, Gastpar M. 2024. Properties of the strong data processing constant for Rényi divergence. Proceedings of the 2024 IEEE International Symposium on Information Theory. ISIT: International Symposium on Information Theory, 3178–3183.
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| arXiv
2024 |Published| Conference Paper | IST-REx-ID: 17895
Dey BK, Jaggi S, Langberg M, Sarwate AD, Zhang Y. 2024. Computationally efficient codes for strongly Dobrushin-Stambler nonsymmetrizable oblivious AVCs. Proceedings of the 2024 IEEE International Symposium on Information Theory . ISIT: International Symposium on Information Theory, 1586–1591.
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2024 |Published| Conference Paper | IST-REx-ID: 17894
Esposito AR, Gastpar M, Issa I. 2024. Variational characterizations of Sibson’s α-mutual information. Proceedings of the 2024 IEEE International Symposium on Information Theory . ISIT: International Symposium on Information Theory, 2110–2115.
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2024 |Published| Conference Paper | IST-REx-ID: 17469 |
Kögler K, Shevchenko A, Hassani H, Mondelli M. 2024. Compression of structured data with autoencoders: Provable benefit of nonlinearities and depth. Proceedings of the 41st International Conference on Machine Learning. ICML: International Conference on Machine Learning, PMLR, vol. 235, 24964–25015.
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| arXiv
2024 |Published| Thesis | IST-REx-ID: 17465
Shevchenko A. 2024. High-dimensional limits in artificial neural networks. Institute of Science and Technology Austria.
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2023 |Published| Journal Article | IST-REx-ID: 13315 |
Barbier J, Camilli F, Mondelli M, Sáenz M. 2023. Fundamental limits in structured principal component analysis and how to reach them. Proceedings of the National Academy of Sciences of the United States of America. 120(30), e2302028120.
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| PubMed | Europe PMC
2023 |Published| Journal Article | IST-REx-ID: 12838 |
Zhang Y, Vatedka S. 2023. Multiple packing: Lower bounds via infinite constellations. IEEE Transactions on Information Theory. 69(7), 4513–4527.
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| arXiv
2023 |Published| Conference Paper | IST-REx-ID: 13321 |
Xu Y, Hou TQ, Liang SS, Mondelli M. 2023. Approximate message passing for multi-layer estimation in rotationally invariant models. 2023 IEEE Information Theory Workshop. ITW: Information Theory Workshop, 294–298.
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| arXiv
2023 |Published| Journal Article | IST-REx-ID: 14751 |
Zhang Y. 2023. Zero-error communication over adversarial MACs. IEEE Transactions on Information Theory. 69(7), 4093–4127.
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| arXiv
2023 |Published| Journal Article | IST-REx-ID: 13269 |
Polyanskii N, Zhang Y. 2023. Codes for the Z-channel. IEEE Transactions on Information Theory. 69(10), 6340–6357.
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| arXiv
2023 |Published| Conference Paper | IST-REx-ID: 12859 |
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.
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| arXiv
2023 |Published| Conference Paper | IST-REx-ID: 14924 |
Wu D, Kungurtsev V, Mondelli M. 2023. Mean-field analysis for heavy ball methods: Dropout-stability, connectivity, and global convergence. Transactions on Machine Learning Research. , TMLR, .
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| arXiv
2023 |Published| Conference Paper | IST-REx-ID: 14921 |
Súkeník P, Mondelli M, Lampert C. 2023. Deep neural collapse is provably optimal for the deep unconstrained features model. 37th Annual Conference on Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems, NeurIPS, .
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| arXiv
2023 |Published| Conference Paper | IST-REx-ID: 14923 |
Fu T, Liu Y, Barbier J, Mondelli M, Liang S, Hou T. 2023. Mismatched estimation of non-symmetric rank-one matrices corrupted by structured noise. Proceedings of 2023 IEEE International Symposium on Information Theory. ISIT: IEEE International Symposium on Information Theory, 1178–1183.
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| arXiv
2023 |Published| Conference Paper | IST-REx-ID: 14083 |
Resch N, Yuan C, Zhang Y. 2023. Zero-rate thresholds and new capacity bounds for list-decoding and list-recovery. 50th International Colloquium on Automata, Languages, and Programming. ICALP: International Colloquium on Automata, Languages, and Programming, LIPIcs, vol. 261, 99.
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