Ting Cao

Instantaneous atomistic snapshots discard critical dynamical context; restoring this hidden state through multi-scale temporal memory enables neural world models to guide physical KMC simulations and transfer zero-shot across unseen material regimes.

AtomWorld achieves the previously impossible: simulating the degradation of reactor pressure vessel steel at the atomistic level across year-and-meter scales.