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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 151–200 of 255 papers

TitleStatusHype
ASPINN: An asymptotic strategy for solving singularly perturbed differential equations—0
A preliminary study on continual learning in computer vision using Kolmogorov-Arnold NetworksCode1
Kolmogorov-Arnold Networks in Low-Data Regimes: A Comparative Study with Multilayer Perceptrons—0
KAN v.s. MLP for Offline Reinforcement Learning—0
KAN-HyperpointNet for Point Cloud Sequence-Based 3D Human Action Recognition—0
Implicit Neural Representations with Fourier Kolmogorov-Arnold NetworksCode1
Effective Integration of KAN for Keyword Spotting—0
Can Kans (re)discover predictive models for Direct-Drive Laser Fusion?—0
Reimagining Linear Probing: Kolmogorov-Arnold Networks in Transfer Learning—0
Efficient Privacy-Preserving KAN Inference Using Homomorphic Encryption—0
Exploring Kolmogorov-Arnold networks for realistic image sharpness assessmentCode1
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
CoxKAN: Kolmogorov-Arnold Networks for Interpretable, High-Performance Survival AnalysisCode1
KAN See In the DarkCode1
FC-KAN: Function Combinations in Kolmogorov-Arnold NetworksCode1
LAR-IQA: A Lightweight, Accurate, and Robust No-Reference Image Quality Assessment ModelCode2
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
CF-KAN: Kolmogorov-Arnold Network-based Collaborative Filtering to Mitigate Catastrophic Forgetting in Recommender SystemsCode1
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
Deep-MacroFin: Informed Equilibrium Neural Network for Continuous Time Economic ModelsCode1
KAN 2.0: Kolmogorov-Arnold Networks Meet ScienceCode11
Detecting the Undetectable: Combining Kolmogorov-Arnold Networks and MLP for AI-Generated Image Detection—0
FourierKAN outperforms MLP on Text Classification Head Fine-tuningCode7
CTR-KAN: KAN for Adaptive High-Order Feature Interaction ModelingCode0
Kolmogorov Arnold Networks in Fraud Detection: Bridging the Gap Between Theory and Practice—0
Activation Space Selectable Kolmogorov-Arnold Networks—0
KAN versus MLP on Irregular or Noisy Functions—0
The Dawn of KAN in Image-to-Image (I2I) Translation: Integrating Kolmogorov-Arnold Networks with GANs for Unpaired I2I TranslationCode1
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
KAN You See It? KANs and Sentinel for Effective and Explainable Crop Field SegmentationCode1
Physics-Informed Kolmogorov-Arnold Networks for Power System Dynamics—0
Higher-order-ReLU-KANs (HRKANs) for solving physics-informed neural networks (PINNs) more accurately, robustly and fasterCode1
Kolmogorov-Arnold Network for Online Reinforcement LearningCode1
From Black Box to Clarity: AI-Powered Smart Grid Optimization with Kolmogorov-Arnold Networks—0
Path-SAM2: Transfer SAM2 for digital pathology semantic segmentationCode1
Kolmogorov-Arnold PointNet: Deep learning for prediction of fluid fields on irregular geometriesCode1
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
Rethinking the Function of Neurons in KANsCode1
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