KANICE: Kolmogorov-Arnold Networks with Interactive Convolutional Elements

We introduce KANICE (Kolmogorov-Arnold Networks with Interactive Convolutional Elements), a novel neural architecture that combines Convolutional Neural Networks (CNNs) with Kolmogorov-Arnold Network (KAN) principles. KANICE integrates Interactive Convolutional Blocks (ICBs) and KAN linear layers in...

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Veröffentlicht in:	arXiv.org 2024-10
Hauptverfasser:	Ferdaus, Md Meftahul, Abdelguerfi, Mahdi, Ioup, Elias, Dobson, David, Niles, Kendall N, Pathak, Ken, Sloan, Steven
Format:	Artikel
Sprache:	eng
Schlagworte:	Ablation Accuracy Artificial neural networks Computer vision Datasets Deep learning Feature extraction Image classification Machine learning Neural networks Parameters Pattern recognition Source code Task complexity Theorems
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