publications

My publications and preprints

2024

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    How Spurious Features Are Memorized: Precise Analysis for Random and NTK Features
    Simone Bombari ,  and  Marco Mondelli
    Proceedings of the 41st International Conference on Machine Learning, 2024
    arXiv
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    Towards Understanding the Word Sensitivity of Attention Layers: A Study via Random Features
    Simone Bombari ,  and  Marco Mondelli
    Proceedings of the 41st International Conference on Machine Learning, 2024
    arXiv

2023

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    Beyond the Universal Law of Robustness: Sharper Laws for Random Features and Neural Tangent Kernels
    Simone Bombari ,  Shayan Kiyani ,  and  Marco Mondelli
    Proceedings of the 40th International Conference on Machine Learning, 2023
    arXiv

2022

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    Memorization and Optimization in Deep Neural Networks with Minimum Over-parameterization
    Simone Bombari ,  Mohammad Hossein Amani ,  and  Marco Mondelli
    Proc. of the Conference on Neural Information Processing Systems (NeurIPS’22),, 2022
    arXiv
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    Sharp asymptotics on the compression of two-layer neural networks
    Mohammad Hossein Amani ,  Simone Bombari ,  Marco Mondelli , and 2 more authors
    Proc. of the IEEE Information Theory Workshop, Mumbai, India., 2022
    arXiv
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    Towards Differential Relational Privacy and its use in Question Answering
    Simone Bombari ,  Alessandro Achille ,  Zijian Wang , and 6 more authors
    arXiv, 2022
    arXiv