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A phase transition between positional and semantic learning in a solvable model of dot-product attention.

, , , and . CoRR, (2024)

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Asymptotics of feature learning in two-layer networks after one gradient-step., , , , , , and . CoRR, (2024)High-dimensional Asymptotics of Denoising Autoencoders., and . CoRR, (2023)Generalization Error Rates in Kernel Regression: The Crossover from the Noiseless to Noisy Regime., , , and . NeurIPS, page 10131-10143. (2021)Bayes-optimal Learning of Deep Random Networks of Extensive-width., , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 6468-6521. PMLR, (2023)Analysis of learning a flow-based generative model from limited sample complexity., , , and . CoRR, (2023)Large deviations in the perceptron model and consequences for active learning., , and . Mach. Learn. Sci. Technol., 2 (4): 45001 (2021)Deterministic equivalent and error universality of deep random features learning., , , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 30285-30320. PMLR, (2023)Large deviations for the perceptron model and consequences for active learning., , and . CoRR, (2019)Capturing the learning curves of generic features maps for realistic data sets with a teacher-student model., , , , , , and . CoRR, (2021)Error Rates for Kernel Classification under Source and Capacity Conditions., , , and . CoRR, (2022)