Residual-augmented flow matching operators for probabilistic partial differential equations

Sahil Bhola, Karthik Duraisamy

Learning surrogate models for physical systems with latent uncertainty remains challenging in data-scarce regimes: deterministic neural operators fail to characterize uncertainty,…