Sebastian Goldt
タイトル
引用先
引用先
年
Stochastic thermodynamics of resetting
J Fuchs, S Goldt, U Seifert
EPL (Europhysics Letters) 113 (6), 60009, 2016
582016
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
402019
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
372019
Stochastic thermodynamics of learning
S Goldt, U Seifert
Physical review letters 118 (1), 010601, 2017
362017
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
182013
The Gaussian equivalence of generative models for learning with two-layer neural networks
S Goldt, G Reeves, M Mézard, F Krzakala, L Zdeborová
arXiv preprint arXiv:2006.14709, 2020
102020
Thermodynamic efficiency of learning a rule in neural networks
S Goldt, U Seifert
New Journal of Physics 19 (11), 113001, 2017
82017
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
52019
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
32014
Classifying high-dimensional Gaussian mixtures: Where kernel methods fail and neural networks succeed
M Refinetti, S Goldt, F Krzakala, L Zdeborová
arXiv preprint arXiv:2102.11742, 2021
2021
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
2021
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
Journal of Statistical Mechanics: Theory and Experiment 2020 (12), 124010, 2020
2020
The dynamics of learning with feedback alignment
M Refinetti, S d'Ascoli, R Ohana, S Goldt
arXiv preprint arXiv:2011.12428, 2020
2020
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論文 1–13