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78 Publications
2024 | Published | Conference Paper | IST-REx-ID: 18973 | 
Bombari S, Mondelli M. 2024. Towards understanding the word sensitivity of attention layers: A study via random features. 41st International Conference on Machine Learning. ICML: International Conference on Machine Learning, PMLR, vol. 235, 4300–4328.
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| arXiv
2024 | Published | Conference Paper | IST-REx-ID: 18972 |
Bombari S, Mondelli M. 2024. How spurious features are memorized: Precise analysis for random and NTK features. 41st International Conference on Machine Learning. ICML: International Conference on Machine Learning, PMLR, vol. 235, 4267–4299.
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| arXiv
2024 | Published | Conference Paper | IST-REx-ID: 18897 |
Pedrotti F, Maas J, Mondelli M. 2024. Improved convergence of score-based diffusion models via prediction-correction. Transactions on Machine Learning Research. , TMLR, .
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| arXiv
2024 | Draft | 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: 18890 |
Beaglehole D, Súkeník P, Mondelli M, Belkin M. 2024. Average gradient outer product as a mechanism for deep neural collapse. 38th Annual Conference on Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems, Advances in Neural Information Processing Systems, vol. 37.
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| arXiv
2024 | Published | Conference Paper | IST-REx-ID: 19518 |
Wu D, Modoranu I-V, Safaryan M, Kuznedelev D, Alistarh D-A. 2024. The iterative optimal brain surgeon: Faster sparse recovery by leveraging second-order information. 38th Conference on Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems, Advances in Neural Information Processing Systems, vol. 37.
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| arXiv
2024 | Published | Conference Paper | IST-REx-ID: 18891 |
Súkeník P, Lampert C, Mondelli M. 2024. Neural collapse versus low-rank bias: Is deep neural collapse really optimal? 38th Annual Conference on Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems, Advances in Neural Information Processing Systems, vol. 37.
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| arXiv
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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| WoS
| 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 | Published | 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. 70(9), 6211–6238.
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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: 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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| WoS
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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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
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 | 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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