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arXiv research

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1 result for “T-KAN”

Temporal Kolmogorov-Arnold Networks (T-KAN) for High-Frequency Limit Order Book Forecasting: Efficiency, Interpretability, and Alpha Decaycs.LG

T-KAN improves HFT LOB forecasting with learnable splines.

problem Alpha decay in HFT LOB forecasting models.

method T-KAN uses learnable B-spline activation functions to model market signals.

result 19.1% relative improvement in F1-score at k = 100 horizon.

HFT LOB Alpha decay T-KAN B-spline

2026-01-05abs ↗pdf ↗