Yanming Xia

Do Neural Operators Forget Geometry? The Forgetting Hypothesis in Deep Operator Learning

Neural operators perform well on structured domains, yet their behaviour on irregular geometries remains poorly understood. We show that this limitation is not merely an encoding issue, but a depth-wise failure mode inherent to deep operator architectures. We formalise the *Geometric Forgetting Hypo…