Full-field damage reconstruction from discrete-element particle states: A multi-modal neural operator and benchmark for rock direct shear

Short summary

A novel multi-modal neural operator reconstructs the full crack field and macroscopic response in rock direct shear simulations from sparse particle states, achieving statistical indistinguishability from the strongest baselines on shear displacement.

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