ENBIS-26 Conference

Session

Keynote

Sep 7, 2026, 9:30 AM

Conveners

Keynote

• Biagio Palumbo (Università di Napoli Federico II)

Keynote

• Bertrand Iooss (EDF R&D)

84. Physics-Informed Statistical Learning for Data-Driven Decision Making in Science and Industry

Laura M. Sangalli (Politecnico di Milano)

9/7/26, 9:30 AM

Keynote

The increasing availability and complexity of data are transforming decision-making processes across science, industry, and engineering. Modern datasets are often high-dimensional, heterogeneous, and structured over space and time, and are collected on domains with complex geometries, including environmental domains, biological structures, and engineering systems. In many applications, the...

128. Domain Generalization and Adaptation in Digital Health (and beyond)

Peter Bühlmann (ETH Zurich, Seminar for Statistics)

9/9/26, 3:35 PM

Keynote

Statistical models and machine learning algorithms are often deployed in populations that differ from those on which they were trained, a challenge that is particularly acute in digital health. We discuss domain generalization and adaptation for a large-scale database from multiple countries with intensive care unit (ICU) data. We introduce Distributionally Robust Invariance Learning as an...