RD-JEPA: Predictive latent pretraining for few-trajectory transfer across reaction--diffusion equations

Chenhao Si, Ming Yan

Learning surrogates for time-dependent partial differential equations often requires a new simulation corpus when the governing operator changes. We introduce RD-JEPA, a joint-embe…