Sebastian Goldt
Cited by
Cited by
Stochastic thermodynamics of resetting
J Fuchs, S Goldt, U Seifert
EPL (Europhysics Letters) 113 (6), 60009, 2016
Modelling the influence of data structure on learning in neural networks: the hidden manifold model
S Goldt, M Mézard, F Krzakala, L Zdeborová
Physical Review X 10 (4), 041044, 2019
Dynamics of stochastic gradient descent for two-layer neural networks in the teacher-student setup
S Goldt, MS Advani, AM Saxe, F Krzakala, L Zdeborová
Advances in Neural Information Processing Systems 32, 6979--6989, 2019
Stochastic thermodynamics of learning
S Goldt, U Seifert
Physical review letters 118 (1), 010601, 2017
The gaussian equivalence of generative models for learning with two-layer neural networks
S Goldt, G Reeves, M Mézard, F Krzakala, L Zdeborová
arXiv e-prints, arXiv: 2006.14709, 2020
Zinc finger proteins and the 3D organization of chromosomes
CJ Feinauer, A Hofmann, S Goldt, L Liu, G Mate, DW Heermann
Advances in protein chemistry and structural biology 90, 67-117, 2013
Thermodynamic efficiency of learning a rule in neural networks
S Goldt, U Seifert
New Journal of Physics 19 (11), 113001, 2017
Capturing the learning curves of generic features maps for realistic data sets with a teacher-student model
B Loureiro, C Gerbelot, H Cui, S Goldt, F Krzakala, M Mézard, ...
arXiv preprint arXiv:2102.08127, 2021
Generalisation dynamics of online learning in over-parameterised neural networks
S Goldt, MS Advani, AM Saxe, F Krzakala, L Zdeborová
ICML 2019 Workshop on Theoretical Physics for Deep Learning, 2019
Classifying high-dimensional Gaussian mixtures: Where kernel methods fail and neural networks succeed
M Refinetti, S Goldt, F Krzakala, L Zdeborová
International Conference on Machine Learning, 8936-8947, 2021
The dynamics of learning with feedback alignment
M Refinetti, S d'Ascoli, R Ohana, S Goldt
International Conference on Machine Learning, 8925-8935, 2020
Role of the potential landscape on the single-file diffusion through channels
SD Goldt, EM Terentjev
The Journal of chemical physics 141 (22), 224901, 2014
Continual Learning in the Teacher-Student Setup: Impact of Task Similarity
S Lee, S Goldt, A Saxe
International Conference on Machine Learning, 6109-6119, 2021
Representation mitosis in wide neural networks
D Doimo, A Glielmo, S Goldt, A Laio
arXiv preprint arXiv:2106.03485, 2021
Bayesian reconstruction of memories stored in neural networks from their connectivity
S Goldt, F Krzakala, L Zdeborová, N Brunel
arXiv preprint arXiv:2105.07416, 2021
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