All Stories

  1. Scaling laws and representation learning in simple hierarchical languages: Transformers versus convolutional architectures

    Article • Physical Review E, December 2025, American Physical Society (APS)

    Antonio Sclocchi

  2. Probing the latent hierarchical structure of data via diffusion models*

    Article • Journal of Statistical Mechanics Theory and Experiment, August 2025, Institute of Physics Publishing

    Antonio Sclocchi

  3. How diffusion models, a kind of generative AI, compose data

    Article • Proceedings of the National Academy of Sciences, January 2025, Proceedings of the National Academy of Sciences

    Antonio Sclocchi

  4. Could ChatGPT get an engineering degree? Evaluating higher education vulnerability to AI assistants

    Article • Proceedings of the National Academy of Sciences, November 2024, Proceedings of the National Academy of Sciences

    Antonio Sclocchi

  5. Explaining how the stochastic gradient descent algorithm affects the AI learning process

    Article • Proceedings of the National Academy of Sciences, February 2024, Proceedings of the National Academy of Sciences

    Antonio Sclocchi

  6. High-dimensional optimization under nonconvex excluded volume constraints

    Article • February 2022, American Physical Society (APS)

    Antonio Sclocchi

  7. Surfing on minima of isostatic landscapes: avalanches and unjamming transition

    Article • Journal of Statistical Mechanics Theory and Experiment, February 2021, Institute of Physics Publishing

    Antonio Sclocchi

  8. Proliferation of non-linear excitations in the piecewise-linear perceptron

    Article • SciPost Physics, January 2021, Stichting SciPost

    Antonio Sclocchi

  9. Critical energy landscape of linear soft spheres

    Article • SciPost Physics, July 2020, Stichting SciPost

    Antonio Sclocchi

  10. Critical Jammed Phase of the Linear Perceptron

    Article • Physical Review Letters, September 2019, American Physical Society (APS)

    Antonio Sclocchi

  11. Topology of a dissipative spin: Dynamical Chern number, bath-induced nonadiabaticity, and a quantum dynamo effect

    Article • February 2017, American Physical Society (APS)

    Antonio Sclocchi