ML4SEISMIC TALKS

2023

Session: Working with Uncertainty

1. R. Benkert, M. Prabhushankar, and G. AlRegib, “Effective Data Selection for Seismic Interpretation Through Disagreement,” at ML4SEISMIC Partners Meeting, Nov. 08-Nov. 09, 2023. , [Slides]. [Recording]
2. C. Zhou, J. Quesada, M. Prabhushankar, and G. AlRegib, “Interpretation Distribution-Aware Sample Selection for Reducing Expert Labeling Efforts,” at ML4SEISMIC Partners Meeting, Nov. 08-Nov. 09, 2023. , [Slides]. [Recording]
3. R. Benkert, M. Prabhushankar, and G. AlRegib, “What Uncertainties Do We Need in Deep Learning for Seismic Interpretation,” at ML4SEISMIC Partners Meeting, Nov. 08-Nov. 09, 2023. , [Slides]. [Recording]

Session: Seismic Representation Learning

1. P. Chowdhury, M. Prabhushankar, A. Mustafa and G. AlRegib, “A Counterfactual Analysis of Interpretations for High Dimensional Tabular Data,” at ML4SEISMIC Partners Meeting, Nov. 08-Nov. 09, 2023. , [Slides]. [Recording]
2. K. Kokilepersaud, M. Prabhushankar, and G. AlRegib, “Exploiting Structure of Data for Application Specific Representations,” at ML4SEISMIC Partners Meeting, Nov. 08-Nov. 09, 2023. , [Slides]. [Recording]

Session: Foundation Models for Seismic Interpretation

1. P. Chowdhury, M. Prabhushankar and G. AlRegib, “Finding What You Want: Prompting Foundation Models for Zero Shot Segmentation,” at ML4SEISMIC Partners Meeting, Nov. 08-Nov. 09, 2023. , [Slides]. [Recording]
2. K. Kokilepersaud, M. Alotaibi, P. Chowdhury, M. Prabhushankar, and G. AlRegib, “On the Feedback Between Experts and Machines in Seismic Annotation Workflows,” at ML4SEISMIC Partners Meeting, Nov. 08-Nov. 09, 2023. , [Slides]. [Recording]
3. M. Prabhushankar, P. Chowdhury, M. Alotaibi, and G. AlRegib, “Interventionist Uncertainty in Neural Networks: A Case Study in Prompting,” at ML4SEISMIC Partners Meeting, Nov. 08-Nov. 09, 2023. , [Slides]. [Recording]

Session: Limitations of ML Deployment in Seismic

1. A. Mustafa, Reza Rastegar and G. AlRegib, “Modeling Visual Attention for Seismic Interpretation With Incomplete Labels,” at ML4SEISMIC Partners Meeting, Nov. 08-Nov. 09, 2023. , [Slides]. [Recording]
2. J. Quesada, C. Zhou, M. Prabhushankar and G. AlRegib, “A New Seismic Fault Label Uncertainty Dataset: Insights From Expertise, Certainty, and Consistency,” at ML4SEISMIC Partners Meeting, Nov. 08-Nov. 09, 2023. , [Slides]. [Recording]