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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 1–50 of 255 papers

TitleStatusHype
State-Space Kolmogorov Arnold Networks for Interpretable Nonlinear System Identification—0
Pushing the Performance of Synthetic Speech Detection with Kolmogorov-Arnold Networks and Self-Supervised Learning ModelsCode0
Rethinking Distributional IVs: KAN-Powered D-IV-LATE & Model Choice—0
System Identification Using Kolmogorov-Arnold Networks: A Case Study on Buck Converters—0
Neural Tangent Kernel Analysis to Probe Convergence in Physics-informed Neural Solvers: PIKANs vs. PINNs—0
Multi-Exit Kolmogorov-Arnold Networks: enhancing accuracy and parsimony—0
Probing Quantum Spin Systems with Kolmogorov-Arnold Neural Network Quantum States—0
Automated Modeling Method for Pathloss Model DiscoveryCode0
Input Convex Kolmogorov Arnold Networks—0
"KAN you hear me?" Exploring Kolmogorov-Arnold Networks for Spoken Language UnderstandingCode0
TK-Mamba: Marrying KAN with Mamba for Text-Driven 3D Medical Image SegmentationCode0
Degree-Optimized Cumulative Polynomial Kolmogorov-Arnold Networks—0
X-KAN: Optimizing Local Kolmogorov-Arnold Networks via Evolutionary Rule-Based Machine LearningCode0
Interpretable Reinforcement Learning for Load Balancing using Kolmogorov-Arnold Networks—0
KHRONOS: a Kernel-Based Neural Architecture for Rapid, Resource-Efficient Scientific Computation—0
Personalized Control for Lower Limb Prosthesis Using Kolmogorov-Arnold Networks—0
AC-PKAN: Attention-Enhanced and Chebyshev Polynomial-Based Physics-Informed Kolmogorov-Arnold Networks—0
Symbolic Regression with Multimodal Large Language Models and Kolmogorov Arnold NetworksCode1
Enhancing Federated Learning with Kolmogorov-Arnold Networks: A Comparative Study Across Diverse Aggregation Strategies—0
FMEnets: Flow, Material, and Energy networks for non-ideal plug flow reactor design—0
Mixer-Informer-Based Two-Stage Transfer Learning for Long-Sequence Load Forecasting in Newly Constructed Electric Vehicle Charging Stations—0
Improving Generalizability of Kolmogorov-Arnold Networks via Error-Correcting Output CodesCode0
Hyb-KAN ViT: Hybrid Kolmogorov-Arnold Networks Augmented Vision Transformer—0
Prediction via Shapley Value RegressionCode0
Novel Extraction of Discriminative Fine-Grained Feature to Improve Retinal Vessel SegmentationCode0
Anant-Net: Breaking the Curse of Dimensionality with Scalable and Interpretable Neural Surrogate for High-Dimensional PDEs—0
A Unified Benchmark of Federated Learning with Kolmogorov-Arnold Networks for Medical ImagingCode0
OccuEMBED: Occupancy Extraction Merged with Building Energy Disaggregation for Occupant-Responsive Operation at Scale—0
Kolmogorov-Arnold Networks: Approximation and Learning Guarantees for Functions and their Derivatives—0
Conformalized-KANs: Uncertainty Quantification with Coverage Guarantees for Kolmogorov-Arnold Networks (KANs) in Scientific Machine Learning—0
Efficient Implicit Neural Compression of Point Clouds via Learnable Activation in Latent Space—0
KAN or MLP? Point Cloud Shows the Way ForwardCode1
ChemKANs for Combustion Chemistry Modeling and Acceleration—0
Towards Explainable Fusion and Balanced Learning in Multimodal Sentiment Analysis—0
MLPs and KANs for data-driven learning in physical problems: A performance comparisonCode0
Representation Meets Optimization: Training PINNs and PIKANs for Gray-Box Discovery in Systems Pharmacology—0
TabKAN: Advancing Tabular Data Analysis using Kolmogorov-Arnold Network—0
Physics-informed KAN PointNet: Deep learning for simultaneous solutions to inverse problems in incompressible flow on numerous irregular geometriesCode0
Extending Cox Proportional Hazards Model with Symbolic Non-Linear Log-Risk Functions for Survival AnalysisCode0
DeepOHeat-v1: Efficient Operator Learning for Fast and Trustworthy Thermal Simulation and Optimization in 3D-IC DesignCode0
Opening the Black-Box: Symbolic Regression with Kolmogorov-Arnold Networks for Energy Applications—0
Function Fitting Based on Kolmogorov-Arnold Theorem and Kernel FunctionsCode0
Graph Kolmogorov-Arnold Networks for Multi-Cancer Classification and Biomarker Identification, An Interpretable Multi-Omics Approach—0
KAC: Kolmogorov-Arnold Classifier for Continual LearningCode0
GPT Meets Graphs and KAN Splines: Testing Novel Frameworks on Multitask Fine-Tuned GPT-2 with LoRA—0
Prompt-Guided Dual-Path UNet with Mamba for Medical Image Segmentation—0
Surrogate Learning in Meta-Black-Box Optimization: A Preliminary StudyCode2
Semi-KAN: KAN Provides an Effective Representation for Semi-Supervised Learning in Medical Image Segmentation—0
KANITE: Kolmogorov-Arnold Networks for ITE estimation—0
From Zero to Detail: Deconstructing Ultra-High-Definition Image Restoration from Progressive Spectral PerspectiveCode1
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