t-FMPE uses transformer-based flow matching to infer the number and parameters of pulses in astronomical light curves, producing posteriors comparable to MCMC but orders of magnitude faster.
10.1051/0004-6361/201936284
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Fast Inference on Astronomical Time Series with Trans-Dimensional Flow Matching Posterior Estimation
t-FMPE uses transformer-based flow matching to infer the number and parameters of pulses in astronomical light curves, producing posteriors comparable to MCMC but orders of magnitude faster.