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Institute of Theoretical Physics, Chinese Academy of Sciences, Beijing 100190, China
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Kohn-Sham eigenvalues, often dismissed as unphysical, actually represent quasiparticle bands after accounting for dynamical core excitations, resolving a decades-old discrepancy with ARPES measurements.
LLMs are still far from being autonomous scientists, failing to master even simplified, end-to-end physics research workflows.
Multimodal trackers can achieve state-of-the-art results without ballooning parameter counts by adaptively aligning cross-modal attention maps and using hierarchical mixture of experts for efficient global reasoning.
