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Using simulated GW signals embedded in Gaussian noise from the Advanced LIGO and Advanced Virgo detectors\u2019 third observing run (O3) as a proof-of-concept dataset, we demonstrate significant performance improvements. Compared to the current leading ML-based early-warning system, our approach enhances detection accuracy from 66.81% to 76.22% at a 1% false alarm probability. 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