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Bond-directional interactions in Janus particle arrays naturally realize classical compass spin physics, proving that thermal order-by-disorder and higher-order multipolar couplings鈥攔ather than isotropic XY dynamics鈥攄ictate emergent sixfold vortex textures.
GNNs can revolutionize spin dynamics simulations by learning effective magnetic force fields that match electronic calculations with unprecedented efficiency.
