AIBullisharXiv – CS AI · Apr 136/10
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AR-KAN: Autoregressive-Weight-Enhanced Kolmogorov-Arnold Network for Time Series Forecasting
Researchers propose AR-KAN, a neural network combining autoregressive models with Kolmogorov-Arnold Networks for improved time series forecasting. The model addresses limitations of traditional deep learning approaches by integrating temporal memory preservation with nonlinear function approximation, demonstrating superior performance on both synthetic and real-world datasets.