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The Lyell Centre, Heriot-Watt University, Edinburgh, UK, Subsurface Energy Transition and Innovation Centre, Heriot-Watt University, Edinburgh, UK
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Surprisingly, deep ensembles *worsen* performance under physics constraints in PINNs for methane sorption, highlighting the importance of uncertainty quantification method selection in physics-informed machine learning.