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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 51–75 of 255 papers

TitleStatusHype
Rethinking the Function of Neurons in KANsCode1
HyperKAN: Kolmogorov-Arnold Networks make Hyperspectral Image Classificators SmarterCode1
Kolmogorov-Arnold Network for Online Reinforcement LearningCode1
Exploring the Potential of Polynomial Basis Functions in Kolmogorov-Arnold Networks: A Comparative Study of Different Groups of PolynomialsCode1
MLPs and KANs for data-driven learning in physical problems: A performance comparisonCode0
MatrixKAN: Parallelized Kolmogorov-Arnold NetworkCode0
Novel Extraction of Discriminative Fine-Grained Feature to Improve Retinal Vessel SegmentationCode0
DeepOHeat-v1: Efficient Operator Learning for Fast and Trustworthy Thermal Simulation and Optimization in 3D-IC DesignCode0
Learnable Activation Functions in Physics-Informed Neural Networks for Solving Partial Differential EquationsCode0
LSS-SKAN: Efficient Kolmogorov-Arnold Networks based on Single-Parameterized FunctionCode0
Physics-informed KAN PointNet: Deep learning for simultaneous solutions to inverse problems in incompressible flow on numerous irregular geometriesCode0
MLP-KAN: Unifying Deep Representation and Function LearningCode0
Kolmogorov-Arnold Networks (KAN) for Time Series Classification and Robust AnalysisCode0
CVKAN: Complex-Valued Kolmogorov-Arnold NetworksCode0
Kolmogorov-Arnold Network AutoencodersCode0
LArctan-SKAN: Simple and Efficient Single-Parameterized Kolmogorov-Arnold Networks using Learnable Trigonometric FunctionCode0
A Gated Residual Kolmogorov-Arnold Networks for Mixtures of ExpertsCode0
AF-KAN: Activation Function-Based Kolmogorov-Arnold Networks for Efficient Representation LearningCode0
CEST-KAN: Kolmogorov-Arnold Networks for CEST MRI Data AnalysisCode0
Improving Generalizability of Kolmogorov-Arnold Networks via Error-Correcting Output CodesCode0
KAC: Kolmogorov-Arnold Classifier for Continual LearningCode0
KANICE: Kolmogorov-Arnold Networks with Interactive Convolutional ElementsCode0
Advancing Out-of-Distribution Detection via Local NeuroplasticityCode0
CTR-KAN: KAN for Adaptive High-Order Feature Interaction ModelingCode0
Function Fitting Based on Kolmogorov-Arnold Theorem and Kernel FunctionsCode0
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