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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.
MakoXC slashes DFT exchange-correlation evaluation time by over 67 times, unlocking rapid computations for complex materials science applications.
