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Ditch pixel-by-pixel processing: C$^2$SSM achieves state-of-the-art UHD image restoration by scanning semantic clusters, not individual pixels, for a massive efficiency boost.
MedXIAOHE leapfrogs closed-source systems on medical benchmarks by using entity-aware pretraining and RL-based reasoning, offering a new open-source foundation for medical AI.
