QSignature 1.0: A Dynamical Regime Classification Framework for Causal Time Series Data. - Ahmad Muhammad; Salim Jibrin Danbatta; Muhammad Abubakar Isah; Ibrahim Yahaya Muhammad; Sulaiman Sulaiman Ahmad; Abdelrahman Ghozlan (ISDFS, 2026)