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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 1–50 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
TKAN: Temporal Kolmogorov-Arnold NetworksCode3
Deep Learning Alternatives of the Kolmogorov Superposition TheoremCode3
Kolmogorov-Arnold Networks are Radial Basis Function NetworksCode3
Surrogate Learning in Meta-Black-Box Optimization: A Preliminary StudyCode2
ReLU-KAN: New Kolmogorov-Arnold Networks that Only Need Matrix Addition, Dot Multiplication, and ReLUCode2
Wav-KAN: Wavelet Kolmogorov-Arnold NetworksCode2
Adaptive Training of Grid-Dependent Physics-Informed 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
KAGNNs: Kolmogorov-Arnold Networks meet Graph LearningCode2
A Temporal Kolmogorov-Arnold Transformer for Time Series ForecastingCode2
LAR-IQA: A Lightweight, Accurate, and Robust No-Reference Image Quality Assessment ModelCode2
GraphKAN: Enhancing Feature Extraction with Graph Kolmogorov Arnold NetworksCode2
SigKAN: Signature-Weighted Kolmogorov-Arnold Networks for Time SeriesCode1
Rethinking the Function of Neurons in KANsCode1
SineKAN: Kolmogorov-Arnold Networks Using Sinusoidal Activation FunctionsCode1
PointNet with KAN versus PointNet with MLP for 3D Classification and Segmentation of Point SetsCode1
A Benchmarking Study of Kolmogorov-Arnold Networks on Tabular DataCode1
Kolmogorov-Arnold Network for Online Reinforcement LearningCode1
KAN You See It? KANs and Sentinel for Effective and Explainable Crop Field SegmentationCode1
Leveraging KANs For Enhanced Deep Koopman Operator DiscoveryCode1
Kolmogorov-Arnold PointNet: Deep learning for prediction of fluid fields on irregular geometriesCode1
A preliminary study on continual learning in computer vision using Kolmogorov-Arnold NetworksCode1
rKAN: Rational Kolmogorov-Arnold NetworksCode1
Path-SAM2: Transfer SAM2 for digital pathology semantic segmentationCode1
KAN or MLP? Point Cloud Shows the Way ForwardCode1
KM-UNet KAN Mamba UNet for medical image segmentationCode1
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold NetworksCode1
HyperKAN: Kolmogorov-Arnold Networks make Hyperspectral Image Classificators SmarterCode1
BSRBF-KAN: A combination of B-splines and Radial Basis Functions in Kolmogorov-Arnold NetworksCode1
Implicit Neural Representations with Fourier Kolmogorov-Arnold NetworksCode1
From Zero to Detail: Deconstructing Ultra-High-Definition Image Restoration from Progressive Spectral PerspectiveCode1
CoxKAN: Kolmogorov-Arnold Networks for Interpretable, High-Performance Survival AnalysisCode1
FC-KAN: Function Combinations in Kolmogorov-Arnold NetworksCode1
fKAN: Fractional Kolmogorov-Arnold Networks with trainable Jacobi basis functionsCode1
Higher-order-ReLU-KANs (HRKANs) for solving physics-informed neural networks (PINNs) more accurately, robustly and fasterCode1
Explainable fault and severity classification for rolling element bearings using Kolmogorov-Arnold networksCode1
A First Look at Kolmogorov-Arnold Networks in Surrogate-assisted Evolutionary AlgorithmsCode1
CF-KAN: Kolmogorov-Arnold Network-based Collaborative Filtering to Mitigate Catastrophic Forgetting in Recommender SystemsCode1
KANQAS: Kolmogorov-Arnold Network for Quantum Architecture SearchCode1
KAN See In the DarkCode1
Exploring Kolmogorov-Arnold networks for realistic image sharpness assessmentCode1
Demonstrating the Efficacy of Kolmogorov-Arnold Networks in Vision TasksCode1
Deep-MacroFin: Informed Equilibrium Neural Network for Continuous Time Economic ModelsCode1
DropKAN: Regularizing KANs by masking post-activationsCode1
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