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76 Publications
2025 | Published | Journal Article | IST-REx-ID: 18986 | 
Barbier, Jean, et al. “Information Limits and Thouless-Anderson-Palmer Equations for Spiked Matrix Models with Structured Noise.” Physical Review Research, vol. 7, 013081, American Physical Society, 2025, doi:10.1103/PhysRevResearch.7.013081.
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2025 | Epub ahead of print | Journal Article | IST-REx-ID: 20081 |
Esposito, Amedeo Roberto, et al. “Sibson α-Mutual Information and Its Variational Representations.” IEEE Transactions on Information Theory, Institute of Electrical and Electronics Engineers, 2025, doi:10.1109/TIT.2025.3587340.
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2025 | Published | Conference Paper | IST-REx-ID: 20033 |
Emrullah Ildiz, M., et al. “High-Dimensional Analysis of Knowledge Distillation: Weak-to-Strong Generalization and Scaling Laws.” 13th International Conference on Learning Representations, ICLR, 2025, pp. 2967–3006.
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2025 | Published | Conference Paper | IST-REx-ID: 20035 |
Jacot, Arthur, et al. “Wide Neural Networks Trained with Weight Decay Provably Exhibit Neural Collapse.” 13th International Conference on Learning Representations, ICLR, 2025, pp. 1905–31.
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2025 | Published | Conference Paper | IST-REx-ID: 20300 |
Wegel, Tobias, et al. “Learning Pareto Manifolds in High Dimensions: How Can Regularization Help?” The 28th International Conference on Artificial Intelligence and Statistics, vol. 258, ML Research Press, 2025, pp. 4591–99.
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2025 | Published | Journal Article | IST-REx-ID: 19065 |
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Fornasier, Massimo, et al. “Efficient Identification of Wide Shallow Neural Networks with Biases.” Applied and Computational Harmonic Analysis, vol. 77, 101749, Elsevier, 2025, doi:10.1016/j.acha.2025.101749.
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2025 | Published | Conference Paper | IST-REx-ID: 19281 |
Resch, Nicolas, et al. “Tight Bounds on List-Decodable and List-Recoverable Zero-Rate Codes.” 16th Innovations in Theoretical Computer Science Conference, vol. 325, 82, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2025, doi:10.4230/LIPIcs.ITCS.2025.82.
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2025 | Published | Journal Article | IST-REx-ID: 19627 |
Bombari, Simone, and Marco Mondelli. “Privacy for Free in the Overparameterized Regime.” Proceedings of the National Academy of Sciences, vol. 122, no. 15, e2423072122, National Academy of Sciences, 2025, doi:10.1073/pnas.2423072122.
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2024 | Published | Journal Article | IST-REx-ID: 18652
Dey, Bikash Kumar, et al. “Codes for Adversaries: Between Worst-Case and Average-Case Jamming.” Foundations and Trends in Communications and Information Theory, vol. 21, no. 3–4, Now Publishers, 2024, pp. 300–588, doi:10.1561/0100000112.
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2024 | Published | Conference Paper | IST-REx-ID: 18973 |
Bombari, Simone, and Marco Mondelli. “Towards Understanding the Word Sensitivity of Attention Layers: A Study via Random Features.” 41st International Conference on Machine Learning, vol. 235, ML Research Press, 2024, pp. 4300–28.
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2024 | Published | Conference Paper | IST-REx-ID: 18972 |
Bombari, Simone, and Marco Mondelli. “How Spurious Features Are Memorized: Precise Analysis for Random and NTK Features.” 41st International Conference on Machine Learning, vol. 235, ML Research Press, 2024, pp. 4267–99.
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2024 | Published | Conference Paper | IST-REx-ID: 18897 |
Pedrotti, Francesco, et al. “Improved Convergence of Score-Based Diffusion Models via Prediction-Correction.” Transactions on Machine Learning Research, 2024.
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2024 | Draft | Preprint | IST-REx-ID: 17350 |
Pedrotti, Francesco, et al. “Improved Convergence of Score-Based Diffusion Models via Prediction-Correction.” ArXiv, doi:10.48550/arXiv.2305.14164.
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2024 | Published | Conference Paper | IST-REx-ID: 18890 |
Beaglehole, Daniel, et al. “Average Gradient Outer Product as a Mechanism for Deep Neural Collapse.” 38th Annual Conference on Neural Information Processing Systems, vol. 37, Neural Information Processing Systems Foundation, 2024.
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2024 | Published | Conference Paper | IST-REx-ID: 19518 |
Wu, Diyuan, et al. “The Iterative Optimal Brain Surgeon: Faster Sparse Recovery by Leveraging Second-Order Information.” 38th Conference on Neural Information Processing Systems, vol. 37, Neural Information Processing Systems Foundation, 2024.
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2024 | Published | Conference Paper | IST-REx-ID: 18891 |
Súkeník, Peter, et al. “Neural Collapse versus Low-Rank Bias: Is Deep Neural Collapse Really Optimal?” 38th Annual Conference on Neural Information Processing Systems, vol. 37, Neural Information Processing Systems Foundation, 2024.
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2024 | Published | Journal Article | IST-REx-ID: 14665 |
Zhang, Yihan, and Shashank Vatedka. “Multiple Packing: Lower Bounds via Error Exponents.” IEEE Transactions on Information Theory, vol. 70, no. 2, IEEE, 2024, pp. 1008–39, doi:10.1109/TIT.2023.3334032.
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| arXiv
2024 | Published | Journal Article | IST-REx-ID: 15172 |
Esposito, Amedeo Roberto, and Marco Mondelli. “Concentration without Independence via Information Measures.” IEEE Transactions on Information Theory, vol. 70, no. 6, IEEE, 2024, pp. 3823–39, doi:10.1109/TIT.2024.3367767.
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2024 | Published | Conference Paper | IST-REx-ID: 17147
Depope, Al, et al. “Inference of Genetic Effects via Approximate Message Passing.” 2024 IEEE International Conference on Acoustics, Speech, and Signal Processing, IEEE, 2024, pp. 13151–55, doi:10.1109/ICASSP48485.2024.10447198.
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2024 | Published | Journal Article | IST-REx-ID: 17330 |
Resch, Nicolas, et al. “Zero-Rate Thresholds and New Capacity Bounds for List-Decoding and List-Recovery.” IEEE Transactions on Information Theory, vol. 70, no. 9, IEEE, 2024, pp. 6211–38, doi:10.1109/TIT.2024.3430842.
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