AtomWorld-Mem: Memory-Restored World States for Long-Horizon Atomistic Evolution
AtomWorld-Mem is introduced, a memory-restored atomistic world model that recovers the latent world state missing from instantaneous crystal snapshots and improves long-horizon atomistic progress under fixed microscopic event budgets while maintaining high-fidelity evolution across energetic, structural, and vacancy-tr...