Registration and abstract deadline: May 25, 2026. Talk slots are subject to availability.

Only registered participants will receive the link to join the workshop, including possible individual links to hands-on sessions.

Programme

Programme update: The programme is currently under construction and may change.

The schedule is organized as a stable index. Click a linked session title to open its editable page with abstract, bio, materials, images, and tutorial notes.

Day 1 - Monday, June 1

Hands-on exercises

Time Session Lead Format
09:00-10:00 Registration and coffee Organisers In person
10:00-10:10 Welcome and workshop orientation AIEPS organisers Plenary
10:10-12:00 Getting Started with Geoscientific Machine Learning Dr. Pankaj K Mishra, Sanni Laaksonen, Eetu Hyypio Hands-on
12:00-13:00 Lunch - Break
13:00-14:00 A Free Browser-Based Tool for Systematic Uncertainty Assessment in Unsupervised Seismic ML Workflows Dr. Heather Bedle Hands-on
14:00-15:00 JutulDarcy.jl - High-performance porous media and reservoir simulator based on automatic differentiation Dr. Olav MΓΈyner Hands-on
15:00-15:30 Coffee and networking - Break
15:30-16:45 Participant work session and troubleshooting AIEPS instructors Lab
16:45-17:00 Day 1 wrap-up Organisers Plenary

Day 2 - Tuesday, June 2

Invited talks and discussion

Time Session Speaker Format
09:00-09:30 Coffee and arrival Organisers In person
09:30-09:40 Opening remarks AIEPS organisers Plenary
09:40-10:10 Scientific Machine Learning for Modelling, Inversion and Uncertainty Quantification in Geoscience Dr. Pankaj K Mishra In-person
10:10-10:40 Novel Applications of Neural Operators in Seismic Exploration and Monitoring Dr. Umair bin Waheed Hybrid
10:40-10:50 Break and questions - Break
10:50-11:20 Surrogate-Based Methods for Efficient Bayesian Posterior Computation Dr. Chengkun Li In-person
11:20-11:50 Interpretable Physics-AI Hybrid Modeling for Groundwater Contamination Dynamics and Mitigation Dr. Hanli Qiao In-person
11:50-12:00 Short break - Break
12:00-13:00 Lunch - Break
13:00-13:30 Illuminating Subsurface Uncertainty with Seismic Attributes, ML, and Explainable AI Dr. Heather Bedle Hybrid
13:30-14:00 Geo or Data Science? The Challenge of ML Buy-In and Preserving Geologic Intuition Dr. April Moreno-Ward Hybrid
14:00-14:30 Some Digital Twins and Generative AI in geoscience Dr. Fahimeh Farahnakian In-person
14:30-15:00 Coffee and networking - Break
15:00-16:00 Panel and open discussion Invited speakers and participants Discussion
16:00-16:15 Closing remarks Organisers Plenary

For speakers

Each linked session title opens a dedicated Quarto page that can be edited independently by the speaker or instructor. Use the assigned page for the abstract, speaker bio, tutorial instructions, images, slides, notebooks, datasets, and any workshop preparation notes.

Keep session pages in workshops/2026/, place shared images in images/, and use relative links so the pages continue to work when the site is rendered into docs/.

Venue

Location: Geological Survey of Finland, Auditorium, Vuorimiehentie 5, 02151 Espoo
Format: Hybrid, with in-person and online participation

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