A finite-element variational inference method delivers full-covariance Bayesian field reconstruction at dimensions exceeding 400,000 for 3D porous media flow using sparse precision parameterization from SPDE priors.
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q0 turns multi-epoch budgets into diverse model populations using three primitives that outperform single-model training and strong ensembles with fewer epochs on a 1.8B model.
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q0: Primitives for Hyper-Epoch Pretraining
q0 turns multi-epoch budgets into diverse model populations using three primitives that outperform single-model training and strong ensembles with fewer epochs on a 1.8B model.