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Recent Publications

Abstractions and algorithms for efficient seismic inversion on accelerators - Mathias Louboutin, Felix J. Herrmann - Conference - (IMAGE Workshop, Houston)
De-risking Carbon Capture and Sequestration with Explainable CO2 Leakage Detection in Time-lapse Seismic Monitoring Images - Huseyin Tuna Erdinc, Abhinav P. Gahlot, Ziyi Yin, Mathias Louboutin, Felix J. Herrmann - Conference - Accepted in AAAI 2022 Fall Symposium: The Role of AI in Responding to Climate Challenges
Reliable amortized variational inference with conditional normalizing flows via physics-based latent distribution correction - Ali Siahkoohi, Gabrio Rizzuti, Rafael Orozco, Felix J. Herrmann - Conference - (IMAGE Workshop, Houston)
Deep generative models for solving geophysical inverse problems - Ali Siahkoohi - Thesis - (PhD)
Ultra-Low-Bitrate Speech Coding with Pretrained Transformers - Ali Siahkoohi, M. Chinen, T. Denton, B. Kleijn, J. Skoglund - Conference - International Speech Communication Association (ISCA)
Capturing velocity-model uncertainty and two-phase flow with Fourier Neural Operators - Ali Siahkoohi, Thomas J. Grady II, Abhinav P. Gahlot, Huseyin Tuna Erdinc, Felix J. Herrmann - Conference - (EAGE, Madrid)
Abstractions for at-scale seismic inversion - Mathias Louboutin, Ali Siahkoohi, Ziyi Yin, Rafael Orozco, Thomas J. Grady II, Yijun Zhang, Philipp A. Witte, Gabrio Rizzuti, Felix J. Herrmann - Conference - Rice Oil and Gas High Performance Computing Conference 2022