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Kolmogorov-Arnold Networks

Papers presenting models which utilize Kolmogorov-Arnold networks as their underlying architecture.

Papers

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Showing 1–25 of 255 papers

TitleStatusHype
KAN: Kolmogorov-Arnold NetworksCode11
KAN 2.0: Kolmogorov-Arnold Networks Meet ScienceCode11
FourierKAN outperforms MLP on Text Classification Head Fine-tuningCode7
Convolutional Kolmogorov-Arnold NetworksCode4
Kolmogorov-Arnold Convolutions: Design Principles and Empirical StudiesCode4
Deep Learning Alternatives of the Kolmogorov Superposition TheoremCode3
Kolmogorov-Arnold Networks are Radial Basis Function NetworksCode3
TKAN: Temporal Kolmogorov-Arnold NetworksCode3
LAR-IQA: A Lightweight, Accurate, and Robust No-Reference Image Quality Assessment ModelCode2
Wav-KAN: Wavelet Kolmogorov-Arnold NetworksCode2
GraphKAN: Enhancing Feature Extraction with Graph Kolmogorov Arnold NetworksCode2
U-KAN Makes Strong Backbone for Medical Image Segmentation and GenerationCode2
ReLU-KAN: New Kolmogorov-Arnold Networks that Only Need Matrix Addition, Dot Multiplication, and ReLUCode2
Kolmogorov Arnold Informed neural network: A physics-informed deep learning framework for solving forward and inverse problems based on Kolmogorov Arnold NetworksCode2
Surrogate Learning in Meta-Black-Box Optimization: A Preliminary StudyCode2
Adaptive Training of Grid-Dependent Physics-Informed Kolmogorov-Arnold NetworksCode2
A Temporal Kolmogorov-Arnold Transformer for Time Series ForecastingCode2
KAGNNs: Kolmogorov-Arnold Networks meet Graph LearningCode2
Higher-order-ReLU-KANs (HRKANs) for solving physics-informed neural networks (PINNs) more accurately, robustly and fasterCode1
Kolmogorov-Arnold PointNet: Deep learning for prediction of fluid fields on irregular geometriesCode1
How to Learn More? Exploring Kolmogorov-Arnold Networks for Hyperspectral Image ClassificationCode1
From Zero to Detail: Deconstructing Ultra-High-Definition Image Restoration from Progressive Spectral PerspectiveCode1
FC-KAN: Function Combinations in Kolmogorov-Arnold NetworksCode1
A Benchmarking Study of Kolmogorov-Arnold Networks on Tabular DataCode1
fKAN: Fractional Kolmogorov-Arnold Networks with trainable Jacobi basis functionsCode1
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