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Research2026-04-28

Autocorrelation Reintroduces Spectral Bias in KANs for Time Series Forecasting

Source: Arxiv CS.AI

arXiv:2604.23518v1 Announce Type: cross Abstract: Existing theory suggests that Kolmogorov-Arnold Networks (KANs) can overcome the spectral bias commonly observed in neural networks under the assumption that inputs are statistically independent. However, this assumption does not hold in time series...

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