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.
10.1051/0004-6361/202452326
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
astro-ph.IM 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
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.