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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
From Zero to Detail: Deconstructing Ultra-High-Definition Image Restoration from Progressive Spectral PerspectiveCode1
How to Learn More? Exploring Kolmogorov-Arnold Networks for Hyperspectral Image ClassificationCode1
KAN or MLP? Point Cloud Shows the Way ForwardCode1
Leveraging KANs For Enhanced Deep Koopman Operator DiscoveryCode1
Art Forgery Detection using Kolmogorov Arnold and Convolutional Neural Networks—0
Deep State Space Recurrent Neural Networks for Time Series Forecasting—0
WormKAN: Are KAN Effective for Identifying and Tracking Concept Drift in Time Series?—0
A Comprehensive Survey on Kolmogorov Arnold Networks (KAN)—0
From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology—0
Degree-Optimized Cumulative Polynomial Kolmogorov-Arnold Networks—0
Deep Fair Multi-View Clustering with Attention KAN—0
Detecting the Undetectable: Combining Kolmogorov-Arnold Networks and MLP for AI-Generated Image Detection—0
A Comprehensive Comparison Between ANNs and KANs For Classifying EEG Alzheimer's Data—0
Data-Efficient Model for Psychological Resilience Prediction based on Neurological Data—0
Data-driven model discovery with Kolmogorov-Arnold networks—0
An Innovative Networks in Federated Learning—0
DAREK -- Distance Aware Error for Kolmogorov Networks—0
Anant-Net: Breaking the Curse of Dimensionality with Scalable and Interpretable Neural Surrogate for High-Dimensional PDEs—0
A comprehensive and FAIR comparison between MLP and KAN representations for differential equations and operator networks—0
GNN-SKAN: Harnessing the Power of SwallowKAN to Advance Molecular Representation Learning with GNNs—0
A Genetic Algorithm-Based Approach for Automated Optimization of Kolmogorov-Arnold Networks in Classification Tasks—0
Conformalized-KANs: Uncertainty Quantification with Coverage Guarantees for Kolmogorov-Arnold Networks (KANs) in Scientific Machine Learning—0
CIKAN: Constraint Informed Kolmogorov-Arnold Networks for Autonomous Spacecraft Rendezvous using Time Shift Governor—0
KAN we improve on HEP classification tasks? Kolmogorov-Arnold Networks applied to an LHC physics example—0
Fairness-Utilization Trade-off in Wireless Networks with Explainable Kolmogorov-Arnold Networks—0
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