Perturbations change both RNA abundance and intracellular organization, but gene-count predictors omit the positions needed to model spatial responses. To address this limitation, we introduce SubcellPert, a benchmark for perturbation-response prediction at single-RNA-molecule resolution. It comprises 14 imaging datase...
This work presents MedZERO, a self-evolving framework for open-ended medical reasoning that couples an Examiner that generates frontier medical question-option pairs with a Reasoner that solves them through evidence-grounded multi-turn reasoning with external knowledge tools.
Xi-Lin Dang, Wei-Lin Ruan, Xue-Xia Yang et al.· 1 citation
This work revisits how human doctors reason from a patient's radiology image for diagnosis, and proposes a Hierarchical Vision-Language Reasoning (HiVLR) framework based on the clinical diagnostic workflow, and attaches a concept-based interpretable diagnosis block to improve the accuracy and interpretability in downst...
Xilin Dang, Kang Li, Pheng-Ann Heng· Medical Image Anal.· 0 citations
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