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75 Publications
2024 | Published | Journal Article | IST-REx-ID: 17330 | 
Resch N, Yuan C, Zhang Y. Zero-rate thresholds and new capacity bounds for list-decoding and list-recovery. IEEE Transactions on Information Theory. 2024;70(9):6211-6238. doi:10.1109/TIT.2024.3430842
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2024 | Published | Journal Article | IST-REx-ID: 15172 |
Esposito AR, Mondelli M. Concentration without independence via information measures. IEEE Transactions on Information Theory. 2024;70(6):3823-3839. doi:10.1109/TIT.2024.3367767
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| arXiv
2024 | Published | Thesis | IST-REx-ID: 17465 |
Shevchenko A. High-dimensional limits in artificial neural networks. 2024. doi:10.15479/at:ista:17465
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2024 | Published | Conference Paper | IST-REx-ID: 17469 |
Kögler K, Shevchenko A, Hassani H, Mondelli M. Compression of structured data with autoencoders: Provable benefit of nonlinearities and depth. In: Proceedings of the 41st International Conference on Machine Learning. Vol 235. ML Research Press; 2024:24964-25015.
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| arXiv
2023 | Published | Journal Article | IST-REx-ID: 13269 |
Polyanskii N, Zhang Y. Codes for the Z-channel. IEEE Transactions on Information Theory. 2023;69(10):6340-6357. doi:10.1109/TIT.2023.3292219
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| arXiv
2023 | Published | Journal Article | IST-REx-ID: 12838 |
Zhang Y, Vatedka S. Multiple packing: Lower bounds via infinite constellations. IEEE Transactions on Information Theory. 2023;69(7):4513-4527. doi:10.1109/TIT.2023.3260950
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| arXiv
2023 | Published | Journal Article | IST-REx-ID: 14751 |
Zhang Y. Zero-error communication over adversarial MACs. IEEE Transactions on Information Theory. 2023;69(7):4093-4127. doi:10.1109/tit.2023.3257239
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2023 | Published | Journal Article | IST-REx-ID: 13315 |
Barbier J, Camilli F, Mondelli M, Sáenz M. 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. 2023;120(30). doi:10.1073/pnas.2302028120
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| PubMed | Europe PMC
2023 | Published | Conference Paper | IST-REx-ID: 13321 |
Xu Y, Hou TQ, Liang SS, Mondelli M. Approximate message passing for multi-layer estimation in rotationally invariant models. In: 2023 IEEE Information Theory Workshop. Institute of Electrical and Electronics Engineers; 2023:294-298. doi:10.1109/ITW55543.2023.10160238
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| arXiv
2023 | Published | Conference Paper | IST-REx-ID: 12859 |
Bombari S, Kiyani S, Mondelli M. Beyond the universal law of robustness: Sharper laws for random features and neural tangent kernels. In: Proceedings of the 40th International Conference on Machine Learning. Vol 202. ML Research Press; 2023:2738-2776.
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| arXiv
2023 | Published | Conference Paper | IST-REx-ID: 14921 |
Súkeník P, Mondelli M, Lampert C. Deep neural collapse is provably optimal for the deep unconstrained features model. In: 37th Annual Conference on Neural Information Processing Systems. ; 2023.
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| arXiv
2023 | Published | Conference Paper | IST-REx-ID: 14924 |
Wu D, Kungurtsev V, Mondelli M. Mean-field analysis for heavy ball methods: Dropout-stability, connectivity, and global convergence. In: Transactions on Machine Learning Research. ML Research Press; 2023.
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| arXiv
2023 | Published | Conference Paper | IST-REx-ID: 14083 |
Resch N, Yuan C, Zhang Y. Zero-rate thresholds and new capacity bounds for list-decoding and list-recovery. In: 50th International Colloquium on Automata, Languages, and Programming. Vol 261. Schloss Dagstuhl - Leibniz-Zentrum für Informatik; 2023. doi:10.4230/LIPIcs.ICALP.2023.99
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| arXiv
2023 | Published | Conference Paper | IST-REx-ID: 14922 |
Esposito AR, Mondelli M. Concentration without independence via information measures. In: Proceedings of 2023 IEEE International Symposium on Information Theory. IEEE; 2023:400-405. doi:10.1109/isit54713.2023.10206899
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2023 | Published | Conference Paper | IST-REx-ID: 14923 |
Fu T, Liu Y, Barbier J, Mondelli M, Liang S, Hou T. Mismatched estimation of non-symmetric rank-one matrices corrupted by structured noise. In: Proceedings of 2023 IEEE International Symposium on Information Theory. IEEE; 2023:1178-1183. doi:10.1109/isit54713.2023.10206671
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| arXiv
2023 | Published | Conference Paper | IST-REx-ID: 14459 |
Shevchenko A, Kögler K, Hassani H, Mondelli M. Fundamental limits of two-layer autoencoders, and achieving them with gradient methods. In: Proceedings of the 40th International Conference on Machine Learning. Vol 202. ML Research Press; 2023:31151-31209.
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| arXiv
2022 | Published | Journal Article | IST-REx-ID: 11639 |
Zhang Y, Vatedka S. List decoding random Euclidean codes and Infinite constellations. IEEE Transactions on Information Theory. 2022;68(12):7753-7786. doi:10.1109/TIT.2022.3189542
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2022 | Published | Conference Paper | IST-REx-ID: 17086 |
Zhang Y, Weinberger N. Mean estimation in high-dimensional binary Markov Gaussian mixture models. In: 36th Conference on Neural Information Processing Systems. Vol 35. ML Research Press; 2022.
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| arXiv
2022 | Published | Conference Paper | IST-REx-ID: 12017
Yadav AK, Alimohammadi M, Zhang Y, Budkuley AJ, Jaggi S. New results on AVCs with omniscient and myopic adversaries. In: 2022 IEEE International Symposium on Information Theory. Vol 2022. Institute of Electrical and Electronics Engineers; 2022:2535-2540. doi:10.1109/ISIT50566.2022.9834632
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2022 | Published | Journal Article | IST-REx-ID: 12233 |
Doan N, Hashemi SA, Mondelli M, Gross WJ. Decoding Reed-Muller codes with successive codeword permutations. IEEE Transactions on Communications. 2022;70(11):7134-7145. doi:10.1109/tcomm.2022.3211101
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