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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