Gérard Ben Arous

Most-cited papers

The Loss Surfaces of Multilayer Networks
A. Choromańska, Mikael Henaff, Michaël Mathieu, Gérard Ben Arous +1 more
2014International Conference on Artificial Intelligence and Statistics1,327 citations
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The Loss Surface of Multilayer Networks
A. Choromańska, Mikael Henaff, Michaël Mathieu, Gérard Ben Arous +1 more
2014arXiv.org150 citations
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Comparing dynamics: deep neural networks versus glassy systems
Marco Baity-Jesi, Levent Sagun, M. Geiger, Stefano Spigler +5 more
2018International Conference on Machine Learning135 citations Open access
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Open Problem: The landscape of the loss surfaces of multilayer networks
A. Choromańska, Yann LeCun, Gérard Ben Arous
2015Annual Conference Computational Learning Theory128 citations
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Communications in Mathematical Physics Glauber Dynamics of the Random Energy Model I . Metastable Motion on the Extreme States ∗
Gérard Ben Arous, Anton Bovier, V. Gayrard
200377 citations
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Aging in the random energy model.
Gérard Ben Arous, Anton Bovier, V. Gayrard
2001Physical Review Letters73 citations Open access
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Universality of the REM for Dynamics of Mean-Field Spin Glasses
Gérard Ben Arous, Anton Bovier, J. Černý
200766 citations Open access
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Explorations on high dimensional landscapes
Levent Sagun, V. Ugur Guney, Gérard Ben Arous, Yann LeCun
2014International Conference on Learning Representations64 citations
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Communications in Mathematical Physics Glauber Dynamics of the Random Energy Model II . Aging Below the Critical Temperature ∗
Gérard Ben Arous, Anton Bovier, V. Gayrard
200352 citations
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Free Energy Wells and Overlap Gap Property in Sparse PCA
Gérard Ben Arous, Alexander S. Wein, Ilias Zadik
2020Annual Conference Computational Learning Theory36 citations Open access
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Learning quadratic neural networks in high dimensions: SGD dynamics and scaling laws
Gérard Ben Arous, Murat A. Erdogdu, Nuri Mert Vural, Denny Wu
2025Neural Information Processing Systems23 citations
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Large deviations for Langevin spin glass dynamics
Gérard Ben Arous, A. Guionnet
199517 citations Open access
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Universality of REM-like aeging in mean field spin glasses
Gérard Ben Arous, Anton Bovier, J. Černý
20071 citations
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