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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 201–250 of 255 papers

TitleStatusHype
F-KANs: Federated Kolmogorov-Arnold NetworksCode0
Gaussian Process Kolmogorov-Arnold Networks—0
Exploring the Limitations of Kolmogorov-Arnold Networks in Classification: Insights to Software Training and Hardware ImplementationCode0
Adaptive Training of Grid-Dependent Physics-Informed Kolmogorov-Arnold NetworksCode2
2D and 3D Deep Learning Models for MRI-based Parkinson's Disease Classification: A Comparative Analysis of Convolutional Kolmogorov-Arnold Networks, Convolutional Neural Networks, and Graph Convolutional Networks—0
Image Classification using Fuzzy Pooling in Convolutional Kolmogorov-Arnold Networks—0
Sparks of Quantum Advantage and Rapid Retraining in Machine LearningCode0
Inferring turbulent velocity and temperature fields and their statistics from Lagrangian velocity measurements using physics-informed Kolmogorov-Arnold Networks—0
Deep State Space Recurrent Neural Networks for Time Series Forecasting—0
Reduced Effectiveness of Kolmogorov-Arnold Networks on Functions with Noise—0
DropKAN: Regularizing KANs by masking post-activationsCode1
DP-KAN: Differentially Private Kolmogorov-Arnold Networks—0
Enhancing Long-Range Dependency with State Space Model and Kolmogorov-Arnold Networks for Aspect-Based Sentiment Analysis—0
A Comprehensive Survey on Kolmogorov Arnold Networks (KAN)—0
HyperKAN: Kolmogorov-Arnold Networks make Hyperspectral Image Classificators SmarterCode1
KAN-ODEs: Kolmogorov-Arnold Network Ordinary Differential Equations for Learning Dynamical Systems and Hidden Physics—0
SineKAN: Kolmogorov-Arnold Networks Using Sinusoidal Activation FunctionsCode1
Kolmogorov-Arnold Convolutions: Design Principles and Empirical StudiesCode4
Finite basis Kolmogorov-Arnold networks: domain decomposition for data-driven and physics-informed problemsCode0
KAGNNs: Kolmogorov-Arnold Networks meet Graph LearningCode2
SigKAN: Signature-Weighted Kolmogorov-Arnold Networks for Time SeriesCode1
KANQAS: Kolmogorov-Arnold Network for Quantum Architecture SearchCode1
CEST-KAN: Kolmogorov-Arnold Networks for CEST MRI Data AnalysisCode0
How to Learn More? Exploring Kolmogorov-Arnold Networks for Hyperspectral Image ClassificationCode1
Demonstrating the Efficacy of Kolmogorov-Arnold Networks in Vision TasksCode1
rKAN: Rational Kolmogorov-Arnold NetworksCode1
A Benchmarking Study of Kolmogorov-Arnold Networks on Tabular DataCode1
Convolutional Kolmogorov-Arnold NetworksCode4
GraphKAN: Enhancing Feature Extraction with Graph Kolmogorov Arnold NetworksCode2
BSRBF-KAN: A combination of B-splines and Radial Basis Functions in Kolmogorov-Arnold NetworksCode1
Initial Investigation of Kolmogorov-Arnold Networks (KANs) as Feature Extractors for IMU Based Human Activity Recognition—0
Kolmogorov Arnold Informed neural network: A physics-informed deep learning framework for solving forward and inverse problems based on Kolmogorov Arnold NetworksCode2
Suitability of KANs for Computer Vision: A preliminary investigation—0
fKAN: Fractional Kolmogorov-Arnold Networks with trainable Jacobi basis functionsCode1
GKAN: Graph Kolmogorov-Arnold Networks—0
A comprehensive and FAIR comparison between MLP and KAN representations for differential equations and operator networks—0
Leveraging KANs For Enhanced Deep Koopman Operator DiscoveryCode1
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
Kolmogorov-Arnold Networks for Time Series: Bridging Predictive Power and Interpretability—0
iKAN: Global Incremental Learning with KAN for Human Activity Recognition Across Heterogeneous Datasets—0
Exploring the Potential of Polynomial Basis Functions in Kolmogorov-Arnold Networks: A Comparative Study of Different Groups of PolynomialsCode1
An Innovative Networks in Federated Learning—0
A First Look at Kolmogorov-Arnold Networks in Surrogate-assisted Evolutionary AlgorithmsCode1
Endowing Interpretability for Neural Cognitive Diagnosis by Efficient Kolmogorov-Arnold Networks—0
Wav-KAN: Wavelet Kolmogorov-Arnold NetworksCode2
Smooth Kolmogorov Arnold networks enabling structural knowledge representation—0
Kolmogorov-Arnold Networks (KANs) for Time Series Analysis—0
Predictive Modeling of Flexible EHD Pumps using Kolmogorov-Arnold Networks—0
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