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Signature Fidelity on S&P 500 2009–2022 (in-sample)

0.01Relative MSEReg-TAd4
-0.0580.4010.861.319Jun 13, 2026

Evaluation results

MethodLinks
Reg-TAd4Method Category=Deterministic, Signature Depth=42026.060.01
Reg-TLLd4Method Category=Deterministic, Signature Depth=42026.060.01
Ours-TAd4Method Category=Probabilistic, Signature Depth=42026.060.01
Ours-TLLd4Method Category=Probabilistic, Signature Depth=42026.060.01
InsertionMethod Category=Deterministic, Signature Depth=42026.060.03
LegendreMethod Category=Deterministic, Signature Depth=42026.060.08
FourierMethod Category=Deterministic, Signature Depth=42026.061.71