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Volume 37, Issue 2
February 2025
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    Cover Background: Image courtesy of Nicolai Urban, Katrin Willig, Valentin Nägerl, Tobias Bonhoeffer, and Stefan Hell (2008), STED nanoscopy inside a living brain slice. (Department of NanoBiophotonics, Max Planck Institute for Multidisciplinary Sciences, Göttingen, Germany.) Cover Illustration: Generalization Guarantees of Gradient Descent for Shallow Neural Networks. See Puyu Wang et al., page 353
ISSN 0899-7667
EISSN 1530-888X
In this Issue

Articles

On the Compressive Power of Autoencoders With Linear and ReLU Activation Functions
Liangjie Sun, Chenyao Wu, Wai-Ki Ching, Tatsuya Akutsu
Neural Computation (2025) 37 (2): 235–259.
View articletitled, On the Compressive Power of Autoencoders With Linear and ReLU Activation Functions
Supplementary data
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Generalization Analysis of Transformers in Distribution Regression
Peilin Liu, Ding-Xuan Zhou
Neural Computation (2025) 37 (2): 260–293.
View articletitled, Generalization Analysis of Transformers in Distribution Regression
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A Fast Algorithm for the Real-Valued Combinatorial Pure Exploration of the Multi-Armed Bandit
Shintaro Nakamura, Masashi Sugiyama
Neural Computation (2025) 37 (2): 294–310.
View articletitled, A Fast Algorithm for the Real-Valued Combinatorial Pure Exploration of the Multi-Armed Bandit
Supplementary data
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Learning in Associative Networks Through Pavlovian Dynamics
Daniele Lotito, Miriam Aquaro, Chiara Marullo
Neural Computation (2025) 37 (2): 311–343.
View articletitled, Learning in Associative Networks Through Pavlovian Dynamics
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Generalization Guarantees of Gradient Descent for Shallow Neural Networks
Puyu Wang, Yunwen Lei, Di Wang, Yiming Ying, Ding-Xuan Zhou
Neural Computation (2025) 37 (2): 344–402.
View articletitled, Generalization Guarantees of Gradient Descent for Shallow Neural Networks
Open the PDF for in another window

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