Abstract submissions are now open for the EGU session, 'OS1.5 Machine Learning and Ocean Modelling for the Earth System'. This is a session proposed by myself and colleagues, Anna Sommer, Said Ouala, and Adam Blaker. 
We are interested in the following, but not limited to, physics emulation, development and availability of training data, benchmarking framework, and calibration techniques. 
Deadline for submission is 15 January 2026, 13:00 CET