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Author

Pheng-Ann Heng

2 papers indexed here

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#artificial intelligence Preprint Oct 2026

MedZERO: Self-Evolving Agents for Open-Ended Medical Reasoning Through Controlled Knowledge Accumulation

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
Preprint Sep 2026

Towards Scalable Context-Aware Single-Cell Spatial Transcriptomics Prediction from Histology Images

Predicting gene expression from H&E-stained histology images offers a scalable alternative to costly spatial transcriptomics, yet most existing methods operate at the spot level, where signals from multiple cells are aggregated and critical cellular heterogeneity is obscured. Extending this paradigm to single-cell reso...

Zi-Jun Gao, Chun-Bin Gu, Jin-Xi Xiang et al. · 0 citations

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