publications

My publications and preprints

2025

  1. privacy.png
    Privacy for Free in the Overparameterized Regime
    Simone Bombari ,  and  Marco Mondelli
    Proceedings of the National Academy of Sciences, 2025
    arXiv
  2. CMNIST.png
    Spurious Correlations in High Dimensional Regression: The Roles of Regularization, Simplicity Bias and Over-Parameterization
    Simone Bombari ,  and  Marco Mondelli
    Proceedings of the 42nd International Conference on Machine Learning, 2025
    arXiv
  3. DP-SGD-ODE_new.png
    Better Rates for Private Linear Regression in the Proportional Regime via Aggressive Clipping
    Simone Bombari ,  Inbar Seroussi ,  and  Marco Mondelli
    arXiv, 2025
    arXiv

2024

  1. milos.png
    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
  2. attention.png
    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
  3. KAN.png
    DP-KAN: Differentially Private Kolmogorov-Arnold Networks
    Nikita P. Kalinin ,  Simone Bombari ,  Hossein Zakerinia , and 1 more author
    arXiv, 2024
    arXiv

2023

  1. no_muscle.jpg
    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

  1. optimization.png
    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
  2. ETF.png
    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
  3. interaction.png
    Towards Differential Relational Privacy and its use in Question Answering
    Simone Bombari ,  Alessandro Achille ,  Zijian Wang , and 6 more authors
    arXiv, 2022
    arXiv