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85 Publications
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2026 |
Published |
Journal Article |
IST-REx-ID: 22228 |
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Zhang Y, Mondelli M, Venkataramanan R. 2026. Precise asymptotics for spectral methods in mixed generalized linear models. SIAM Journal on Mathematics of Data Science. 8(2), 411–439.
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| arXiv
2026 |
Published |
Journal Article |
IST-REx-ID: 20081 |
Esposito AR, Gastpar M, Issa I. 2026. Sibson α-mutual information and its variational representations. IEEE Transactions on Information Theory. 72(7), 4434–4467.
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| arXiv
2026 |
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Thesis | PhD |
IST-REx-ID: 22258 |
Depope A. 2026. From sparse selection to risk prediction: Approximate message passing for proteomic survival models and large-scale genomics. Institute of Science and Technology Austria.
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2026 |
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Journal Article |
IST-REx-ID: 21488 |
Depope A, Bajzik J, Mondelli M, Robinson MR. 2026. Joint modeling of whole-genome sequencing data for human height via approximate message passing. Cell Genomics. 6(5), 101162.
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| PubMed | Europe PMC
2025 |
Published |
Conference Paper |
IST-REx-ID: 21324 |
Bombari S, Mondelli M. 2025. Spurious correlations in high dimensional regression: The roles of regularization, simplicity bias and over-parameterization. Proceedings of the 42nd International Conference on Machine Learning. ICML: International Conference on Machine Learning, PMLR, vol. 267, 4839–4873.
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| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 21325 |
Gozeten HA, Ildiz ME, Zhang X, Soltanolkotabi M, Mondelli M, Oymak S. 2025. Test-time training provably improves transformers as in-context learners. Proceedings of the 42nd International Conference on Machine Learning. ICML: International Conference on Machine Learning, PMLR, vol. 267, 20266–20295.
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| PubMed | Europe PMC
2025 |
Published |
Conference Paper |
IST-REx-ID: 21326 |
Wu D, Mondelli M. 2025. Neural collapse beyond the unconstrained features model: Landscape, dynamics, and generalization in the mean-field regime. Proceedings of the 42nd International Conference on Machine Learning. ICML: International Conference on Machine Learning, PMLR, vol. 267, 67499–67536.
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| arXiv
2025 |
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Conference Paper |
IST-REx-ID: 21328 |
Kovačević F, Yihan Z, Mondelli M. 2025. Spectral estimators for multi-index models: Precise asymptotics and optimal weak recovery. Proceedings of 38th Conference on Learning Theory. COLT: Conference on Learning Theory, PMLR, vol. 291, 3354–3404.
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| arXiv
2025 |
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Journal Article |
IST-REx-ID: 18986 |
Barbier J, Camilli F, Xu Y, Mondelli M. 2025. Information limits and Thouless-Anderson-Palmer equations for spiked matrix models with structured noise. Physical Review Research. 7, 013081.
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| arXiv
2025 |
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Journal Article |
IST-REx-ID: 19065 |
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Fornasier M, Klock T, Mondelli M, Rauchensteiner M. 2025. Efficient identification of wide shallow neural networks with biases. Applied and Computational Harmonic Analysis. 77, 101749.
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| WoS
2025 |
Published |
Conference Paper |
IST-REx-ID: 19281 |
Resch N, Yuan C, Zhang Y. 2025. Tight bounds on list-decodable and list-recoverable zero-rate codes. 16th Innovations in Theoretical Computer Science Conference. ITCS: Innovations in Theoretical Computer Science, LIPIcs, vol. 325, 82.
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| arXiv
2025 |
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Journal Article |
IST-REx-ID: 19627 |
Bombari S, Mondelli M. 2025. Privacy for free in the overparameterized regime. Proceedings of the National Academy of Sciences. 122(15), e2423072122.
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| PubMed | Europe PMC
| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 20033 |
Emrullah Ildiz M, Gozeten HA, Taga EO, Mondelli M, Oymak S. 2025. High-dimensional analysis of knowledge distillation: Weak-to-Strong generalization and scaling laws. 13th International Conference on Learning Representations. ICLR: International Conference on Learning Representations, 2967–3006.
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| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 20035 |
Jacot A, Súkeník P, Wang Z, Mondelli M. 2025. Wide neural networks trained with weight decay provably exhibit neural collapse. 13th International Conference on Learning Representations. ICLR: International Conference on Learning Representations, 1905–1931.
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| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 20300 |
Wegel T, Kovačević F, Ţifrea A, Yang F. 2025. Learning Pareto manifolds in high dimensions: How can regularization help? The 28th International Conference on Artificial Intelligence and Statistics. AISTATS: Conference on Artificial Intelligence and Statistics, PMLR, vol. 258, 4591–4599.
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| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 20667
El Latif Kadry A, Zhang Y, Weinberger N. 2025. Mean estimation in high-dimensional binary timeinhomogeneous Markov Gaussian mixture models. 2025 IEEE International Symposium on Information Theory Proceedings. ISIT: International Symposium on Information Theory.
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2025 |
Published |
Journal Article |
IST-REx-ID: 20734 |
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Zhang Y, Ji HC, Venkataramanan R, Mondelli M. 2025. Spectral estimators for structured generalized linear models via approximate message passing. Mathematical Statistics and Learning. 8(3–4), 193–304.
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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 |
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
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