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Picture for Clément Hongler

Geometry of the Loss Landscape in Overparameterized Neural Networks: Symmetries and Invariances


May 25, 2021
Berfin Şimşek, François Ged, Arthur Jacot, Francesco Spadaro, Clément Hongler, Wulfram Gerstner, Johanni Brea

* To appear at ICML 2021 

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Smart Proofs via Smart Contracts: Succinct and Informative Mathematical Derivations via Decentralized Markets


Feb 12, 2021
Sylvain Carré, Franck Gabriel, Clément Hongler, Gustavo Lacerda, Gloria Capano

* 45 pages, 12 figures 

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Kernel Alignment Risk Estimator: Risk Prediction from Training Data


Jun 17, 2020
Arthur Jacot, Berfin Şimşek, Francesco Spadaro, Clément Hongler, Franck Gabriel


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Implicit Regularization of Random Feature Models


Feb 19, 2020
Arthur Jacot, Berfin Şimşek, Francesco Spadaro, Clément Hongler, Franck Gabriel


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The asymptotic spectrum of the Hessian of DNN throughout training


Oct 01, 2019
Arthur Jacot, Franck Gabriel, Clément Hongler


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Freeze and Chaos for DNNs: an NTK view of Batch Normalization, Checkerboard and Boundary Effects


Jul 11, 2019
Arthur Jacot, Franck Gabriel, Clément Hongler


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Scaling description of generalization with number of parameters in deep learning


Jan 18, 2019
Mario Geiger, Arthur Jacot, Stefano Spigler, Franck Gabriel, Levent Sagun, Stéphane d'Ascoli, Giulio Biroli, Clément Hongler, Matthieu Wyart


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Neural Tangent Kernel: Convergence and Generalization in Neural Networks


Jun 20, 2018
Arthur Jacot, Franck Gabriel, Clément Hongler


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