עקוב אחר
Hugo Cui
Hugo Cui
PhD student, EPFL
כתובת אימייל מאומתת בדומיין epfl.ch
כותרת
צוטט על ידי
צוטט על ידי
שנה
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
1532021
Generalization error rates in kernel regression: The crossover from the noiseless to noisy regime‏
H Cui, B Loureiro, F Krzakala, L Zdeborová‏
Advances in Neural Information Processing Systems 34, 10131-10143, 2021‏
612021
Deterministic equivalent and error universality of deep random features learning‏
D Schröder, H Cui, D Dmitriev, B Loureiro‏
International Conference on Machine Learning, 30285-30320, 2023‏
172023
Bayes-optimal learning of deep random networks of extensive-width‏
H Cui, F Krzakala, L Zdeborová‏
International Conference on Machine Learning 40, 6468-6521, 2023‏
172023
Error scaling laws for kernel classification under source and capacity conditions‏
H Cui, B Loureiro, F Krzakala, L Zdeborová‏
Machine Learning: Science and Technology 4 (3), 035033, 2023‏
10*2023
High-dimensional asymptotics of denoising autoencoders‏
H Cui, L Zdeborová‏
Advances in Neural Information Processing Systems 36, 2024‏
72024
Analysis of learning a flow-based generative model from limited sample complexity‏
H Cui, F Krzakala, E Vanden-Eijnden, L Zdeborová‏
arXiv preprint arXiv:2310.03575, 2023‏
72023
Large deviations for the perceptron model and consequences for active learning‏
H Cui, L Saglietti, L Zdeborova‏
Mathematical and Scientific Machine Learning, 390-430, 2020‏
72020
Asymptotics of Learning with Deep Structured (Random) Features‏
D Schröder, D Dmitriev, H Cui, B Loureiro‏
arXiv preprint arXiv:2402.13999, 2024‏
2024
Asymptotics of feature learning in two-layer networks after one gradient-step‏
H Cui, L Pesce, Y Dandi, F Krzakala, YM Lu, L Zdeborová, B Loureiro‏
arXiv preprint arXiv:2402.04980, 2024‏
2024
A phase transition between positional and semantic learning in a solvable model of dot-product attention‏
H Cui, F Behrens, F Krzakala, L Zdeborová‏
arXiv preprint arXiv:2402.03902, 2024‏
2024
Large deviations of semisupervised learning in the stochastic block model‏
H Cui, L Saglietti, L Zdeborová‏
Physical Review E 105 (3), 034108, 2022‏
2022
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מאמרים 1–12