"neural network architecture" Papers

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PowerMLP: An Efficient Version of KAN

Ruichen Qiu, Yibo Miao, Shiwen Wang et al.

AAAI 2025paperarXiv:2412.13571
10
citations

Schur's Positive-Definite Network: Deep Learning in the SPD cone with structure

Can Pouliquen, Mathurin Massias, Titouan Vayer

ICLR 2025arXiv:2406.09023
1
citations

Semialgebraic Neural Networks: From roots to representations

S David Mis, Matti Lassas, Maarten V de Hoop

ICLR 2025arXiv:2501.01564

Deeper or Wider: A Perspective from Optimal Generalization Error with Sobolev Loss

Yahong Yang, Juncai He

ICML 2024arXiv:2402.00152
13
citations

Defining Neural Network Architecture through Polytope Structures of Datasets

Sangmin Lee, Abbas Mammadov, Jong Chul YE

ICML 2024spotlightarXiv:2402.02407
1
citations

Finding NEM-U: Explaining unsupervised representation learning through neural network generated explanation masks

Bjørn Leth Møller, Christian Igel, Kristoffer Wickstrøm et al.

ICML 2024