TY - RPRT TI - Regularization by denoising diffusion models for solving inverse PDE problems with application to full waveform inversion AU - Shan, Siming [Yale University, New Haven, CT (United States)] AU - Zhu, Min [Yale University, New Haven, CT (United States)] (ORCID:0000000345505662) AU - Lin, Youzuo [University of North Carolina at Chapel Hill, NC (United States)] AU - Lu, Lu [Yale University, New Haven, CT (United States)] (ORCID:0000000254765768) PY - 2026 DO - 10.1038/s42005-026-02677-6 UR - https://www.osti.gov/biblio/3365344 ID - 3365344 ER -