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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
Can Kans (re)discover predictive models for Direct-Drive Laser Fusion?—0
Efficient Privacy-Preserving KAN Inference Using Homomorphic Encryption—0
Reimagining Linear Probing: Kolmogorov-Arnold Networks in Transfer Learning—0
KANtrol: A Physics-Informed Kolmogorov-Arnold Network Framework for Solving Multi-Dimensional and Fractional Optimal Control Problems—0
A Comprehensive Comparison Between ANNs and KANs For Classifying EEG Alzheimer's Data—0
AASIST3: KAN-Enhanced AASIST Speech Deepfake Detection using SSL Features and Additional Regularization for the ASVspoof 2024 Challenge—0
Enhancing Intrusion Detection in IoT Environments: An Advanced Ensemble Approach Using Kolmogorov-Arnold Networks—0
DualKanbaFormer: An Efficient Selective Sparse Framework for Multimodal Aspect-based Sentiment Analysis—0
GINN-KAN: Interpretability pipelining with applications in Physics Informed Neural Networks—0
On the Robustness of Kolmogorov-Arnold Networks: An Adversarial Perspective—0
KonvLiNA: Integrating Kolmogorov-Arnold Network with Linear Nyström Attention for feature fusion in Crop Field Detection—0
UKAN: Unbound Kolmogorov-Arnold Network Accompanied with Accelerated Library—0
Detecting the Undetectable: Combining Kolmogorov-Arnold Networks and MLP for AI-Generated Image Detection—0
CTR-KAN: KAN for Adaptive High-Order Feature Interaction ModelingCode0
Activation Space Selectable Kolmogorov-Arnold Networks—0
KAN versus MLP on Irregular or Noisy Functions—0
Kolmogorov Arnold Networks in Fraud Detection: Bridging the Gap Between Theory and Practice—0
Kolmogorov-Arnold Networks (KAN) for Time Series Classification and Robust AnalysisCode0
VulCatch: Enhancing Binary Vulnerability Detection through CodeT5 Decompilation and KAN Advanced Feature Extraction—0
Physics-Informed Kolmogorov-Arnold Networks for Power System Dynamics—0
From Black Box to Clarity: AI-Powered Smart Grid Optimization with Kolmogorov-Arnold Networks—0
Bayesian Kolmogorov Arnold Networks (Bayesian_KANs): A Probabilistic Approach to Enhance Accuracy and Interpretability—0
KAN we improve on HEP classification tasks? Kolmogorov-Arnold Networks applied to an LHC physics example—0
KAN based Autoencoders for Factor Models—0
GNN-SKAN: Harnessing the Power of SwallowKAN to Advance Molecular Representation Learning with GNNs—0
TASI Lectures on Physics for Machine Learning—0
DKL-KAN: Scalable Deep Kernel Learning using Kolmogorov-Arnold Networks—0
F-KANs: Federated Kolmogorov-Arnold NetworksCode0
Exploring the Limitations of Kolmogorov-Arnold Networks in Classification: Insights to Software Training and Hardware ImplementationCode0
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
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
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
KAN-ODEs: Kolmogorov-Arnold Network Ordinary Differential Equations for Learning Dynamical Systems and Hidden Physics—0
Finite basis Kolmogorov-Arnold networks: domain decomposition for data-driven and physics-informed problemsCode0
CEST-KAN: Kolmogorov-Arnold Networks for CEST MRI Data AnalysisCode0
Initial Investigation of Kolmogorov-Arnold Networks (KANs) as Feature Extractors for IMU Based Human Activity Recognition—0
Suitability of KANs for Computer Vision: A preliminary investigation—0
GKAN: Graph Kolmogorov-Arnold Networks—0
A comprehensive and FAIR comparison between MLP and KAN representations for differential equations and operator networks—0
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
An Innovative Networks in Federated Learning—0
Endowing Interpretability for Neural Cognitive Diagnosis by Efficient Kolmogorov-Arnold Networks—0
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