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Xi'an Jiaotong University
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First-principles quantum transport simulations no longer stall at a few hundred atoms: predicting Hamiltonians with an $E(3)$-equivariant GNN unlocks linear scaling to 10,000+ atom devices with a $1,000\times$ speedup over conventional DFT-NEGF.
JFRDet achieves state-of-the-art performance in visible-infrared object detection by explicitly addressing severe geometric misalignment and illumination variability.
