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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 226–250 of 255 papers

TitleStatusHype
Kolmogorov-Arnold Networks (KAN) for Time Series Classification and Robust AnalysisCode0
Physics-informed KAN PointNet: Deep learning for simultaneous solutions to inverse problems in incompressible flow on numerous irregular geometriesCode0
DeepOHeat-v1: Efficient Operator Learning for Fast and Trustworthy Thermal Simulation and Optimization in 3D-IC DesignCode0
Exploring the Limitations of Kolmogorov-Arnold Networks in Classification: Insights to Software Training and Hardware ImplementationCode0
Sinc Kolmogorov-Arnold Network and Its Applications on Physics-informed Neural NetworksCode0
LArctan-SKAN: Simple and Efficient Single-Parameterized Kolmogorov-Arnold Networks using Learnable Trigonometric FunctionCode0
Function Fitting Based on Kolmogorov-Arnold Theorem and Kernel FunctionsCode0
Learnable Activation Functions in Physics-Informed Neural Networks for Solving Partial Differential EquationsCode0
F-KANs: Federated Kolmogorov-Arnold NetworksCode0
Extending Cox Proportional Hazards Model with Symbolic Non-Linear Log-Risk Functions for Survival AnalysisCode0
PPLNs: Parametric Piecewise Linear Networks for Event-Based Temporal Modeling and BeyondCode0
Prediction via Shapley Value RegressionCode0
LSS-SKAN: Efficient Kolmogorov-Arnold Networks based on Single-Parameterized FunctionCode0
CVKAN: Complex-Valued Kolmogorov-Arnold NetworksCode0
MatrixKAN: Parallelized Kolmogorov-Arnold NetworkCode0
TrafficKAN-GCN: Graph Convolutional-based Kolmogorov-Arnold Network for Traffic Flow OptimizationCode0
Sparks of Quantum Advantage and Rapid Retraining in Machine LearningCode0
X-KAN: Optimizing Local Kolmogorov-Arnold Networks via Evolutionary Rule-Based Machine LearningCode0
MLP-KAN: Unifying Deep Representation and Function LearningCode0
MLPs and KANs for data-driven learning in physical problems: A performance comparisonCode0
A Gated Residual Kolmogorov-Arnold Networks for Mixtures of ExpertsCode0
Pushing the Performance of Synthetic Speech Detection with Kolmogorov-Arnold Networks and Self-Supervised Learning ModelsCode0
Advancing Out-of-Distribution Detection via Local NeuroplasticityCode0
CEST-KAN: Kolmogorov-Arnold Networks for CEST MRI Data AnalysisCode0
Recurrent Neural Networks for Dynamic VWAP Execution: Adaptive Trading Strategies with Temporal Kolmogorov-Arnold NetworksCode0
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