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cs.CE2026
Stochastic Latent Twins: Learning Stochastic Solution Operators
Matthias Chung, Jack Michael Solomon, Deepanshu Verma
Scientific prediction under uncertainty requires more than a single future state: it requires the distribution of possible outcomes. We show that this distribution-valued evolution…
cs.CE2026
Latent Twin Operator
Deepanshu Verma, Riley Chen, Matthias Chung
Surrogate models deployed on real physical systems rarely see data at fixed resolutions: sensor configurations vary across deployments and may evolve over time as sensing infrastru…