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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 51–100 of 255 papers

TitleStatusHype
DropKAN: Regularizing KANs by masking post-activationsCode1
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold NetworksCode1
KAN or MLP? Point Cloud Shows the Way ForwardCode1
Kolmogorov-Arnold Network for Online Reinforcement LearningCode1
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
Inferring turbulent velocity and temperature fields and their statistics from Lagrangian velocity measurements using physics-informed Kolmogorov-Arnold Networks—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
Generalization Bounds and Model Complexity for Kolmogorov-Arnold Networks—0
A Genetic Algorithm-Based Approach for Automated Optimization of Kolmogorov-Arnold Networks in Classification Tasks—0
CIKAN: Constraint Informed Kolmogorov-Arnold Networks for Autonomous Spacecraft Rendezvous using Time Shift Governor—0
From PINNs to PIKANs: Recent Advances in Physics-Informed Machine Learning—0
KAN we improve on HEP classification tasks? Kolmogorov-Arnold Networks applied to an LHC physics example—0
Image Classification using Fuzzy Pooling in Convolutional Kolmogorov-Arnold Networks—0
Initial Investigation of Kolmogorov-Arnold Networks (KANs) as Feature Extractors for IMU Based Human Activity Recognition—0
ChemKANs for Combustion Chemistry Modeling and Acceleration—0
AASIST3: KAN-Enhanced AASIST Speech Deepfake Detection using SSL Features and Additional Regularization for the ASVspoof 2024 Challenge—0
Hybrid deep additive neural networks—0
Bayesian Kolmogorov Arnold Networks (Bayesian_KANs): A Probabilistic Approach to Enhance Accuracy and Interpretability—0
Fairness-Utilization Trade-off in Wireless Networks with Explainable Kolmogorov-Arnold Networks—0
DKL-KAN: Scalable Deep Kernel Learning using Kolmogorov-Arnold Networks—0
HyperKAN: Hypergraph Representation Learning with Kolmogorov-Arnold Networks—0
Can KAN Work? Exploring the Potential of Kolmogorov-Arnold Networks in Computer Vision—0
Adversarial-Ensemble Kolmogorov Arnold Networks for Enhancing Indoor Wi-Fi Positioning: A Defensive Approach Against Spoofing and Signal Manipulation Attacks—0
Can Kans (re)discover predictive models for Direct-Drive Laser Fusion?—0
Graph Kolmogorov-Arnold Networks for Multi-Cancer Classification and Biomarker Identification, An Interpretable Multi-Omics Approach—0
Exploring Adversarial Transferability between Kolmogorov-arnold Networks—0
Chebyshev Polynomial-Based Kolmogorov-Arnold Networks: An Efficient Architecture for Nonlinear Function Approximation—0
FMEnets: Flow, Material, and Energy networks for non-ideal plug flow reactor design—0
Forecasting VIX using interpretable Kolmogorov-Arnold networks—0
From Black Box to Clarity: AI-Powered Smart Grid Optimization with Kolmogorov-Arnold Networks—0
Can KAN CANs? Input-convex Kolmogorov-Arnold Networks (KANs) as hyperelastic constitutive artificial neural networks (CANs)—0
Advancing Parkinson's Disease Progression Prediction: Comparing Long Short-Term Memory Networks and Kolmogorov-Arnold Networks—0
Conformalized-KANs: Uncertainty Quantification with Coverage Guarantees for Kolmogorov-Arnold Networks (KANs) in Scientific Machine Learning—0
Gaussian Process Kolmogorov-Arnold Networks—0
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
Hyb-KAN ViT: Hybrid Kolmogorov-Arnold Networks Augmented Vision Transformer—0
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