Biblio

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Presentation
Rafael Orozco, Ali Siahkoohi, Gabrio Rizzuti, and Felix J. Herrmann, Variational inference for artifact removal of adjoint solutions in photoacoustic problems, ML4SEISMIC Partners Meeting. 2021.
Ziyi Yin, Rafael Orozco, Ali Siahkoohi, Mathias Louboutin, and Felix J. Herrmann, Uncertainty-aware time-lapse CO$_2$ monitoring with learned end-to-end inversion, ML4SEISMIC Partners Meeting. 2022.
Ali Siahkoohi, Gabrio Rizzuti, and Felix J. Herrmann, Uncertainty quantification in imaging and automatic horizon tracking—a Bayesian deep-prior based approach, ML4SEISMIC Partners Meeting. 2021.
Yijun Zhang, Mathias Louboutin, Ali Siahkoohi, Ziyi Yin, Rajiv Kumar, Oscar Lopez, and Felix J. Herrmann, Time-lapse seismic survey design by maximizing the spectral gap, ML4SEISMIC Partners Meeting. 2022.
Ali Siahkoohi and Felix J. Herrmann, Seismic data interpolation with Generative Adversarial Networks, SINBAD Fall consortium talks. SINBAD, 2017.
Rafael Orozco, Ziyi Yin, Ali Siahkoohi, Mathias Louboutin, and Felix J. Herrmann, Neural wave-based imaging with amortized uncertainty quantification, ICL Seminar. 2024.
Ali Siahkoohi, Rafael Orozco, Gabrio Rizzuti, Philipp A. Witte, Mathias Louboutin, and Felix J. Herrmann, Multifidelity conditional normalizing flows for physics-guided Bayesian inference, ML4SEISMIC Partners Meeting. 2021.
Ali Siahkoohi, Gabrio Rizzuti, Rafael Orozco, and Felix J. Herrmann, Low-cost uncertainty quantification for large-scale inverse problems, ML4SEISMIC Partners Meeting. 2022.
Felix J. Herrmann, Ali Siahkoohi, and Gabrio Rizzuti, Learned imaging with constraints and uncertainty quantification, HotCSE Seminar. 2019.
Ziyi Yin, Mathias Louboutin, Philipp A. Witte, Ali Siahkoohi, Gabrio Rizzuti, Rafael Orozco, Henryk Modzelewski, and Felix J. Herrmann, Julia for Geoscience, Transform. 2022.
Ali Siahkoohi, Gabrio Rizzuti, and Felix J. Herrmann, A deep-learning based Bayesian approach to seismic imaging and uncertainty quantification, GT SEG Student Chapter. 2020.
Ali Siahkoohi, Ziyi Yin, Mathias Louboutin, and Felix J. Herrmann, Amortized velocity continuation with Fourier neural operators, ML4SEISMIC Partners Meeting. 2022.
Rafael Orozco, Mathias Louboutin, Ali Siahkoohi, Gabrio Rizzuti, and Felix J. Herrmann, Adjoint operators as summary functions in amortized Bayesian inference frameworks, ML4SEISMIC Partners Meeting. 2022.
Conference
Ali Siahkoohi, Gabrio Rizzuti, and Felix J. Herrmann, Weak deep priors for seismic imaging, in SEG Technical Program Expanded Abstracts, 2020, pp. 2998-3002.

Pages