Sebastian Goldt

发表

Generalisation dynamics of online learning in over-parameterised neural networks pdf

Florent Krzakala, Lenka Zdeborová, Andrew M. Saxe, 2019, ArXiv.

The Gaussian equivalence of generative models for learning with shallow neural networks

Florent Krzakala, Galen Reeves, Lenka Zdeborov'a, 2020, MSML.

A Binding Model and Similarity for Flexible Modular Proteins

Lei Liu, Dieter W. Heermann, Sebastian Goldt, 2013 .

Modelling the influence of data structure on learning in neural networks pdf

Florent Krzakala, Lenka Zdeborová, Marc Mézard, 2019, ArXiv.

Dynamics of stochastic gradient descent for two-layer neural networks in the teacher–student setup pdf

Florent Krzakala, Lenka Zdeborová, Andrew M. Saxe, 2019, NeurIPS.

The Gaussian equivalence of generative models for learning with two-layer neural networks pdf

Florent Krzakala, Galen Reeves, Lenka Zdeborov'a, 2020, ArXiv.

Stochastic thermodynamics of learning

Sebastian Goldt, Sebastian Goldt, 2016, Physical review letters.

The dynamics of learning with feedback alignment pdf

Ruben Ohana, St'ephane d'Ascoli, Sebastian Goldt, 2020, ArXiv.

Classifying high-dimensional Gaussian mixtures: Where kernel methods fail and neural networks succeed

Florent Krzakala, Sebastian Goldt, Maria Refinetti, 2021, ICML.

Learning curves of generic features maps for realistic datasets with a teacher-student model

Florent Krzakala, Bruno Loureiro, Sebastian Goldt, 2021, NeurIPS.

Capturing the learning curves of generic features maps for realistic data sets with a teacher-student model pdf

Florent Krzakala, Bruno Loureiro, Sebastian Goldt, 2021, ArXiv.

Bayesian reconstruction of memories stored in neural networks from their connectivity

Nicolas Brunel, Florent Krzakala, Sebastian Goldt, 2021 .

Modelling the influence of data structure on learning in neural networks pdf

Florent Krzakala, Lenka Zdeborová, Marc Mézard, 2020, Physical Review X.