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Distinguishing a Planetary Transit from False Positives: A

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astro-ph.IM 1

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2026 1

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CONDITIONAL 1

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Microlensing Detection and Inference via Learned Bayes Factors

astro-ph.IM · 2026-07-22 · conditional · novelty 6.0

A unified transformer-based pipeline detects 99.9% of recoverable simulated microlensing events and outperforms literature hard cuts in the short-duration finite-source regime with amortized neural posterior inference.

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  • Microlensing Detection and Inference via Learned Bayes Factors astro-ph.IM · 2026-07-22 · conditional · none · ref 10

    A unified transformer-based pipeline detects 99.9% of recoverable simulated microlensing events and outperforms literature hard cuts in the short-duration finite-source regime with amortized neural posterior inference.