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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 2.0: Kolmogorov-Arnold Networks Meet ScienceCode11
KAN: Kolmogorov-Arnold NetworksCode11
FourierKAN outperforms MLP on Text Classification Head Fine-tuningCode7
Kolmogorov-Arnold Convolutions: Design Principles and Empirical StudiesCode4
Convolutional Kolmogorov-Arnold NetworksCode4
Deep Learning Alternatives of the Kolmogorov Superposition TheoremCode3
TKAN: Temporal Kolmogorov-Arnold NetworksCode3
Kolmogorov-Arnold Networks are Radial Basis Function NetworksCode3
Surrogate Learning in Meta-Black-Box Optimization: A Preliminary StudyCode2
LAR-IQA: A Lightweight, Accurate, and Robust No-Reference Image Quality Assessment ModelCode2
Adaptive Training of Grid-Dependent Physics-Informed Kolmogorov-Arnold NetworksCode2
KAGNNs: Kolmogorov-Arnold Networks meet Graph LearningCode2
GraphKAN: Enhancing Feature Extraction with Graph Kolmogorov Arnold NetworksCode2
Kolmogorov Arnold Informed neural network: A physics-informed deep learning framework for solving forward and inverse problems based on Kolmogorov Arnold NetworksCode2
U-KAN Makes Strong Backbone for Medical Image Segmentation and GenerationCode2
A Temporal Kolmogorov-Arnold Transformer for Time Series ForecastingCode2
ReLU-KAN: New Kolmogorov-Arnold Networks that Only Need Matrix Addition, Dot Multiplication, and ReLUCode2
Wav-KAN: Wavelet Kolmogorov-Arnold NetworksCode2
Symbolic Regression with Multimodal Large Language Models and Kolmogorov Arnold NetworksCode1
KAN or MLP? Point Cloud Shows the Way ForwardCode1
From Zero to Detail: Deconstructing Ultra-High-Definition Image Restoration from Progressive Spectral PerspectiveCode1
KM-UNet KAN Mamba UNet for medical image segmentationCode1
Explainable fault and severity classification for rolling element bearings using Kolmogorov-Arnold networksCode1
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold NetworksCode1
PointNet with KAN versus PointNet with MLP for 3D Classification and Segmentation of Point SetsCode1
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