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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 101–150 of 255 papers

TitleStatusHype
A comprehensive and FAIR comparison between MLP and KAN representations for differential equations and operator networks—0
A Comprehensive Comparison Between ANNs and KANs For Classifying EEG Alzheimer's Data—0
A Comprehensive Survey on Kolmogorov Arnold Networks (KAN)—0
AC-PKAN: Attention-Enhanced and Chebyshev Polynomial-Based Physics-Informed Kolmogorov-Arnold Networks—0
Activation Space Selectable Kolmogorov-Arnold Networks—0
Advancing Parkinson's Disease Progression Prediction: Comparing Long Short-Term Memory Networks and Kolmogorov-Arnold Networks—0
Adversarial-Ensemble Kolmogorov Arnold Networks for Enhancing Indoor Wi-Fi Positioning: A Defensive Approach Against Spoofing and Signal Manipulation Attacks—0
A Genetic Algorithm-Based Approach for Automated Optimization of Kolmogorov-Arnold Networks in Classification Tasks—0
Anant-Net: Breaking the Curse of Dimensionality with Scalable and Interpretable Neural Surrogate for High-Dimensional PDEs—0
An Innovative Networks in Federated Learning—0
From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology—0
WormKAN: Are KAN Effective for Identifying and Tracking Concept Drift in Time Series?—0
Art Forgery Detection using Kolmogorov Arnold and Convolutional Neural Networks—0
ASPINN: An asymptotic strategy for solving singularly perturbed differential equations—0
A Survey on Kolmogorov-Arnold Network—0
Baseflow identification via explainable AI with Kolmogorov-Arnold networks—0
Beyond Tree Models: A Hybrid Model of KAN and gMLP for Large-Scale Financial Tabular Data—0
Can KAN CANs? Input-convex Kolmogorov-Arnold Networks (KANs) as hyperelastic constitutive artificial neural networks (CANs)—0
Can Kans (re)discover predictive models for Direct-Drive Laser Fusion?—0
Can KAN Work? Exploring the Potential of Kolmogorov-Arnold Networks in Computer Vision—0
Chebyshev Polynomial-Based Kolmogorov-Arnold Networks: An Efficient Architecture for Nonlinear Function Approximation—0
ChemKANs for Combustion Chemistry Modeling and Acceleration—0
CIKAN: Constraint Informed Kolmogorov-Arnold Networks for Autonomous Spacecraft Rendezvous using Time Shift Governor—0
Conformalized-KANs: Uncertainty Quantification with Coverage Guarantees for Kolmogorov-Arnold Networks (KANs) in Scientific Machine Learning—0
DAREK -- Distance Aware Error for Kolmogorov Networks—0
Data-driven model discovery with Kolmogorov-Arnold networks—0
Data-Efficient Model for Psychological Resilience Prediction based on Neurological Data—0
Deep Fair Multi-View Clustering with Attention KAN—0
Deep State Space Recurrent Neural Networks for Time Series Forecasting—0
Degree-Optimized Cumulative Polynomial Kolmogorov-Arnold Networks—0
Detecting the Undetectable: Combining Kolmogorov-Arnold Networks and MLP for AI-Generated Image Detection—0
DiffKAN-Inpainting: KAN-based Diffusion model for brain tumor inpainting—0
DP-KAN: Differentially Private Kolmogorov-Arnold Networks—0
Dressing the Imagination: A Dataset for AI-Powered Translation of Text into Fashion Outfits and A Novel KAN Adapter for Enhanced Feature Adaptation—0
DualKanbaFormer: An Efficient Selective Sparse Framework for Multimodal Aspect-based Sentiment Analysis—0
Effective Integration of KAN for Keyword Spotting—0
Efficient Implicit Neural Compression of Point Clouds via Learnable Activation in Latent Space—0
Efficient Privacy-Preserving KAN Inference Using Homomorphic Encryption—0
Incorporating Arbitrary Matrix Group Equivariance into KANs—0
Endowing Interpretability for Neural Cognitive Diagnosis by Efficient Kolmogorov-Arnold Networks—0
Enhancing Federated Learning with Kolmogorov-Arnold Networks: A Comparative Study Across Diverse Aggregation Strategies—0
Enhancing Intrusion Detection in IoT Environments: An Advanced Ensemble Approach Using Kolmogorov-Arnold Networks—0
Enhancing Neural Function Approximation: The XNet Outperforming KAN—0
EPi-cKANs: Elasto-Plasticity Informed Kolmogorov-Arnold Networks Using Chebyshev Polynomials—0
Mixer-Informer-Based Two-Stage Transfer Learning for Long-Sequence Load Forecasting in Newly Constructed Electric Vehicle Charging Stations—0
Model Comparisons: XNet Outperforms KAN—0
Multi-Exit Kolmogorov-Arnold Networks: enhancing accuracy and parsimony—0
Multifidelity Kolmogorov-Arnold Networks—0
MvKeTR: Chest CT Report Generation with Multi-View Perception and Knowledge Enhancement—0
Neural Tangent Kernel Analysis to Probe Convergence in Physics-informed Neural Solvers: PIKANs vs. PINNs—0
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