Biblio

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2025
Rafael Orozco, Ziyi Yin, Zeng, S., and Felix J. Herrmann, Amortized Full-Waveform Inference w/ Learned Summary Statistics, in Reduced Order and Surrogate Modeling for Digital Twins, IMSI, Chicago, 2025.
S. Zeng, Rafael Orozco, Yunlin Zeng, Huseyin Tuna Erdinc, Abhinav Prakash Gahlot, and Felix J. Herrmann, Attention Please: Getting the Most from CIGs with Learned Summary Statistics, in International Meeting for Applied Geoscience and Energy, 2025.
S. Zeng, Rafael Orozco, Yunlin Zeng, Huseyin Tuna Erdinc, Abhinav Prakash Gahlot, and Felix J. Herrmann, Attention Please: Getting the Most from CIGs with Learned Summary Statistics, in International Meeting for Applied Geoscience and Energy, 2025.
Yunlin Zeng, Huseyin Tuna Erdinc, Rafael Orozco, and Felix J. Herrmann, Background-Conditioned Diffusion Inversion for Seismic Velocity Models, in ML4SEISMIC Partners Meeting, 2025.
Z. Deng, Abhinav Prakash Gahlot, Zeng, S., and Felix J. Herrmann, Bridging the Acoustic–Elastic Gap in Seismic Inversion via Robust Summary Statistics, in ML4SEISMIC Partners Meeting, 2025.
Yunlin Zeng, Huseyin Tuna Erdinc, Rafael Orozco, and Felix J. Herrmann, Full-waveform variational inference with common-image gathers, in International Meeting for Applied Geoscience and Energy, 2025.
Huseyin Tuna Erdinc, Yunlin Zeng, Abhinav Prakash Gahlot, and Felix J. Herrmann, Power-scaled Bayesian inference for velocity-model estimation, in ML4SEISMIC Partners Meeting, 2025.
Huseyin Tuna Erdinc, Yunlin Zeng, Abhinav Prakash Gahlot, and Felix J. Herrmann, Power-scaled Bayesian inference with score-based generative models, in International Meeting for Applied Geoscience and Energy, 2025.
S. Zeng, Abhinav Prakash Gahlot, Haoyun Li, and Felix J. Herrmann, Reconstructing reservoir states from multimodal data via score-based generative models, in ML4SEISMIC Partners Meeting, 2025.
S. Zeng, Abhinav Prakash Gahlot, Yunlin Zeng, Deng, Z., and Felix J. Herrmann, Self-attention summary networks for velocity model building from common-image gathers, in ML4SEISMIC Partners Meeting, 2025.
S. Zeng, Abhinav Prakash Gahlot, Yunlin Zeng, Deng, Z., and Felix J. Herrmann, Self-attention summary networks for velocity model building from common-image gathers, in ML4SEISMIC Partners Meeting, 2025.
Huseyin Tuna Erdinc, Souza, T., Zeng, S., Rafael Orozco, and Felix J. Herrmann, Towards foundation models for subsurface priors and posteriors, in Workshop on Scientific Machine Learning 2025, Austin, TX, 2025.
S. Zeng, Haoyun Li, Abhinav Prakash Gahlot, and Felix J. Herrmann, Well2Flow: Reconstruction of reservoir states from sparse wells using score-based generative models, in International Meeting for Applied Geoscience and Energy, 2025.

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