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Works (11)

A phase transition in diffusion models reveals the hierarchical nature of data

Proceedings of the National Academy of Sciences
2025-01-07 | Journal article
DOI: 10.1073/pnas.2408799121
Contributors: Antonio Sclocchi; Alessandro Favero; Matthieu Wyart
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Crossref

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

Proceedings of the National Academy of Sciences
2024-12-03 | Journal article
DOI: 10.1073/pnas.2414955121
Part of ISSN: 0027-8424
Part of ISSN: 1091-6490
Contributors: Beatriz Borges; Negar Foroutan Eghlidi; Deniz Bayazit; Anna Sotnikova; Syrielle Montariol; Tanya Nazaretsky; Mohammadreza Banaei; Alireza Sakhaeirad; Philippe Servant; Seyed Parsa Neshaei et al.
Source: Self-asserted source
Antonio Sclocchi

On the different regimes of stochastic gradient descent

Proceedings of the National Academy of Sciences
2024-02-27 | Journal article
DOI: 10.1073/pnas.2316301121
Contributors: Antonio Sclocchi; Matthieu Wyart
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Crossref

Dissecting the Effects of SGD Noise in Distinct Regimes of Deep Learning

Proceedings of the 40th International Conference on Machine Learning
2023 | Conference paper
URI:

https://proceedings.mlr.press/v202/sclocchi23a.html
Contributors: Sclocchi, Antonio; Geiger, Mario; Wyart, Matthieu; Krause, Andreas; Brunskill, Emma; Cho, Kyunghyun; Engelhardt, Barbara; Sabato, Sivan; Scarlett, Jonathan
Source: Self-asserted source
Antonio Sclocchi

Failure and success of the spectral bias prediction for Laplace Kernel Ridge Regression: the case of low-dimensional data

Proceedings of the 39th International Conference on Machine Learning
2022 | Conference paper
URI:

https://proceedings.mlr.press/v162/tomasini22a.html
Contributors: Tomasini, Umberto M; Sclocchi, Antonio; Wyart, Matthieu
Source: Self-asserted source
Antonio Sclocchi

High-dimensional optimization under nonconvex excluded volume constraints

Physical Review E
2022-02-23 | Journal article
DOI: 10.1103/PhysRevE.105.024134
Contributors: Antonio Sclocchi; Pierfrancesco Urbani
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Crossref

Surfing on minima of isostatic landscapes: avalanches and unjamming transition

Journal of Statistical Mechanics: Theory and Experiment
2021-02-01 | Journal article
DOI: 10.1088/1742-5468/abdc16
Part of ISSN: 1742-5468
Contributors: Silvio Franz; Antonio Sclocchi; Pierfrancesco Urbani
Source: Self-asserted source
Antonio Sclocchi

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

SciPost Physics
2021-01-21 | Journal article
DOI: 10.21468/scipostphys.10.1.013
Part of ISSN: 2542-4653
Contributors: Antonio Sclocchi; Pierfrancesco Urbani
Source: Self-asserted source
Antonio Sclocchi

Critical energy landscape of linear soft spheres

SciPost Physics
2020-07-23 | Journal article
DOI: 10.21468/scipostphys.9.1.012
Part of ISSN: 2542-4653
Contributors: Silvio Franz; Antonio Sclocchi; Pierfrancesco Urbani
Source: Self-asserted source
Antonio Sclocchi

Critical Jammed Phase of the Linear Perceptron

Physical Review Letters
2019-09-13 | Journal article
DOI: 10.1103/physrevlett.123.115702
Part of ISSN: 0031-9007
Part of ISSN: 1079-7114
Contributors: Silvio Franz; Antonio Sclocchi; Pierfrancesco Urbani
Source: Self-asserted source
Antonio Sclocchi

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

Physical Review B
2017-02-15 | Journal article
DOI: 10.1103/physrevb.95.054307
Part of ISSN: 2469-9950
Part of ISSN: 2469-9969
Contributors: Loïc Henriet; Antonio Sclocchi; Peter P. Orth; Karyn Le Hur
Source: Self-asserted source
Antonio Sclocchi
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