Author

Yves Lucet

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#machine learning Preprint Sep 2026

Monotone-Constrained Diffusion Models for Long-Horizon Production Forecasting

Across three jurisdictions and more than 35,000 wells, under a shared-space, validation-frozen protocol, Physics-SIMS-TS is the most accurate diffusion forecaster in the comparison and is competitive with, but not superior to, ensembled transformer forecasters.

Temesgen Mikael Abraha, Yves Lucet · 0 citations