Articles with public access mandates - Sebastian GoldtLearn more
Available somewhere: 12
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
Mandates: US National Science Foundation, European Commission, Agence Nationale de la …
Learning curves of generic features maps for realistic datasets with a teacher-student model
B Loureiro, C Gerbelot, H Cui, S Goldt, F Krzakala, M Mezard, ...
Advances in Neural Information Processing Systems 34, 18137-18151, 2021
Mandates: European Commission, Agence Nationale de la Recherche
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
Mandates: European Commission, Agence Nationale de la Recherche
The gaussian equivalence of generative models for learning with shallow neural networks
S Goldt, B Loureiro, G Reeves, F Krzakala, M Mézard, L Zdeborová
Mathematical and Scientific Machine Learning, 426-471, 2022
Mandates: European Commission, Agence Nationale de la Recherche
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
Mandates: European Commission, Agence Nationale de la Recherche
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
Mandates: Wellcome Trust, Royal Society UK
Align, then memorise: the dynamics of learning with feedback alignment
M Refinetti, S d’Ascoli, R Ohana, S Goldt
International Conference on Machine Learning, 8925-8935, 2021
Mandates: Agence Nationale de la Recherche
Perspectives on adaptive dynamical systems
J Sawicki, R Berner, SAM Loos, M Anvari, R Bader, W Barfuss, N Botta, ...
Chaos 33, 071501, 2023
Mandates: German Research Foundation, Volkswagen Foundation, Knut and Alice Wallenberg …
The dynamics of representation learning in shallow, non-linear autoencoders
M Refinetti, S Goldt
International Conference on Machine Learning 18499-18519, 2022
Mandates: Agence Nationale de la Recherche
The RL perceptron: generalisation dynamics of policy learning in high dimensions
N Patel, S Lee, SS Mannelli, S Goldt, A Saxe
arXiv preprint arXiv:2306.10404, 2023
Mandates: Wellcome Trust, Royal Society UK
Role of the potential landscape on the single-file diffusion through channels
SD Goldt, EM Terentjev
The Journal of Chemical Physics 141 (22), 2014
Mandates: UK Engineering and Physical Sciences Research Council
Bayesian reconstruction of memories stored in neural networks from their connectivity
S Goldt, F Krzakala, L Zdeborová, N Brunel
PLOS Computational Biology 19 (1), e1010813, 2023
Mandates: European Commission
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