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astro-ph.CO 1

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2026 1

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21cmEMUv3: a hybrid diffusion-LSTM emulator of 21cmFAST summary observables

astro-ph.CO · 2026-05-29 · unverdicted · novelty 6.0

21cmEMUv3 emulates the cylindrical 21cm power spectrum via score-based diffusion and six other 21cmFAST observables via LSTM networks at sub-percent accuracy, then uses the emulator to infer a lower limit on soft-band X-ray luminosity from HERA data.

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  • 21cmEMUv3: a hybrid diffusion-LSTM emulator of 21cmFAST summary observables astro-ph.CO · 2026-05-29 · unverdicted · none · ref 78

    21cmEMUv3 emulates the cylindrical 21cm power spectrum via score-based diffusion and six other 21cmFAST observables via LSTM networks at sub-percent accuracy, then uses the emulator to infer a lower limit on soft-band X-ray luminosity from HERA data.