J. Quesada, P. Chowdhury, M. Alotaibi, C. Zhou, A. Mustafa, Y. Kumakov, M. Prabhushankar, and G. AlRegib, ""A Large-scale Benchmark on Geological Fault Delineation Models: Domain Shift, Training Dynamics, Generalizability, Evaluation and Inferential Behavior," submitted to IEEE Access, 2025 (under review).
Mustafa, Ahmad, Reza Rastegar, and Ghassan AlRegib. "ReCoGNet: Recurrent Context-Guided Network for 3D MRI Prostate Segmentation." arXiv preprint arXiv:2506.19687 (2025).
Chowdhury, Prithwijit, Ahmad Mustafa, Mohit Prabhushankar, and Ghassan AlRegib. "A unified framework for evaluating the robustness of machine-learning interpretability for prospect risking." Geophysics 90, no. 3 (2025): IM103-IM118.
A. Mustafa, R. Rastegar, T. Brown, G. Nunes, D. De Lilla, and G. AlRegib, "Visual Attention Guided Learning with Incomplete Labels for Seismic Fault Interpretation” in IEEE Transactions on Geoscience and Remote Sensing (TGRS), vol. 62, pp. 1-12, 2024.
A. Mustafa, K. Koster, and G. AlRegib, "Explainable Machine Learning for Hydrocarbon Risk Assessment," Geophysics, vol. 89, no. 1, WA13-WA24, 2024.
Prabhushankar, Mohit, Kiran Kokilepersaud, Jorge Quesada, Yavuz Yarici, Chen Zhou, Mohammad Alotaibi, Ghassan AlRegib, Ahmad Mustafa, and Yusufjon Kumakov. "CRACKS: Crowdsourcing Resources for Analysis and Categorization of Key Subsurface faults." arXiv preprint arXiv:2408.11185 (2024).
Mustafa, Ahmad, Ghassan AlRegib, and Reza Rastegar. "Adaptive Finetuning of 3D CNNs with Interpretation Uncertainty for Seismic Fault Prediction." (2023).
Mustafa and G. AlRegib, "Active Learning With Deep Autoencoders for Seismic Facies Interpretation," in Geophysics, vol. 88, no. 4, IM77-IM86, 2023.
A. Mustafa, M. Alfarraj, and G. AlRegib, "Joint Learning for Spatial Context-Based Seismic Inversion of Multiple Datasets for Improved Generalizability and Robustness," in Geophysics, vol. 86, no. 4, O37-O48, 2021.
A. Ahmad, Heather Bedle, and A. Mustafa, "Interactive seismic facies segmentation using multi-attribute seismic data," in International Meeting for Applied Geoscience & Energy (IMAGE), Houston, TX, Aug. 25-Aug. 28, 2025.
P. Chowdhury, A. Mustafa, M. Prabhushankar, G. AlRegib, “Counterfactual uncertainty for high dimensional tabular dataset"," in SEG/AAPG International Meeting for Applied Geoscience & Energy (IMAGE), Houston, TX, August 27–September 1, 2023.
A. Mustafa and G. AlRegib, "Explainable Machine Learning for Hydrocarbon Prospect Risking," in International Meeting for Applied Geoscience & Energy (IMAGE), Houston, TX, Aug. 28-Sept. 1 2022.
A. Mustafa and G. AlRegib, "A Comparative Study of Transfer Learning Methodologies and Causality for Seismic Inversion With Temporal Convolutional Networks," in International Meeting for Applied Geoscience & Energy, Denver, CO, 2021.
A. Mustafa, and G. AlRegib, "MAN-RECON: Manifold Learning for Reconstruction With Deep Autoencoder for Smart Seismic Interpretation," in IEEE International Conference on Image Processing (ICIP), Anchorage, AK, Sep. 19-22 2021.
A. Mustafa, and G. AlRegib, "Joint Learning for Seismic Inversion: An Acoustic Impedance Estimation Case Study," in Expanded Abstracts of the SEG Annual Meeting, Houston, TX, Oct. 11-16 2020.
A. Mustafa, M. Alfarraj, and G. AlRegib, "Spatiotemporal Modeling of Seismic Images for Acoustic Impedance Estimation," in Expanded Abstracts of the SEG Annual Meeting, Houston, TX, Oct. 11-16 2020.
A. Mustafa, M. Alfarraj, and G. AlRegib, "Estimation of Acoustic Impedance From Seismic Data Using Temporal Convolutional Network," in Expanded Abstracts of the SEG Annual Meeting, Sep. 15-20 2019.
Y. Logan, R. Benkert, A. Mustafa, G. Kwon, G. AlRegib, "Patient Aware Active Learning for Fine-Grained OCT Classification," IEEE International Conference on Image Processing (ICIP), Bordeaux, France, Oct. 16-19 2022.
AlRegib, Ghassan, Kiran Kokilepersaud, Mohit Prabhushankar, Yash-yee Logan, and Ahmad Mustafa. "Asymmetric Multi-Modal Machine Learning System and Method using Clinical Metadata in Electronic Medical Records." U.S. Patent Application 18/514,542, filed May 23, 2024.
Mustafa, Ahmad. "Multiscale Integration of Cross-Modal Subsurface Data for Reservoir Characterization under Label-Constrained Environments." (2023).
"Theory to Practice: AI and ML in Subsurface Exploration" at Society of Petroleum Engineers (SPE) UET Seminar Series, January 2025.
"Modeling Visual Attention for Seismic Interpretation with Incomplete Labels" at the Annual ML4Seismic Partners Meeting, November 2023.
"Enhancing Geophysics Data Interpretation through a Human-in-the-Loop Framework" at Center for Signal and Information Processing (CSIP) seminar, February 2023.
" Robust Active Learning for Seismic Interpretation" at the Annual ML4Seismic Partners Meeting, November 2022.
"Gathering Insights on DHI Attributes via Explainable Machine Learning" at the Annual ML4Seismic Partners Meeting, November 2022.
"Mitigating Overfitting in Machine Learning for Reservoir Characterization with 2D Sequence Models and Joint Learning" at Center for Signal and Information Processing (CSIP) seminar, April 2021.