Clément Hongler

Biography

2006: B.Sc. Math, EPFL2008: M.Sc. Math, EPFL2010: Ph.D. Math, Université de Genève2010-2014: Ritt Assistant Professor, Columbia University2014-2018 Tenure-Track Assistant Professor, EPFL2019-present: Associate Professor, EPFL

Official source

https://people.epfl.ch/clement.hongler

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Ontological neighbourhood

Physics

Thermodynamics: Critical phenomena

Related units (1)

Courses taught by this person (3)

Related publications (20)

Please note that this is not a complete list of this person’s publications. It includes only semantically relevant works. For a full list, please refer to Infoscience.

People doing similar research (33)

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

Wulfram Gerstner, Clément Hongler, Johanni Michael Brea, Francesco Spadaro, Berfin Simsek, Arthur Jacot

We study how permutation symmetries in overparameterized multi-layer neural networks generate `symmetry-induced' critical points. Assuming a network with

L

layers of minimal widths

r_1^*, \ldots, r_{L-1}^*

reaches a zero-loss minimum at $ r_1^*! \c ...

2021

Clément Hongler

Conformal Field Theory at the Lattice Level: Discrete Complex Analysis and Virasoro Structure

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

Neural Tangent Kernel: Convergence and Generalization in Neural Networks (Invited Paper)

Neural Tangent Kernel: Convergence and Generalization in Neural Networks (Invited Paper)

Conformal Field Theory at the Lattice Level: Discrete Complex Analysis and Virasoro Structure

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