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Jun-Chao Zhu

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Aug 2026

CytoAL: Toward Label-Efficient Cytology Diagnosis via Cellularity-Guided Active Learning

Examining thyroid fine needle aspiration (FNA) can grade cancer risks, derive prognostic information, and guide follow-up care or surgery decision-making. However, thyroid cytology’s diagnostic cues are more dispersed compared with pathology images in other disciplines, making standard annotation strategy for AI diagno...

Jun-Chao Zhu, Yiqing Shen, Rui-Fei Du et al. · 0 citations
#machine learning Preprint Sep 2026

PR-OPD: Privileged Representation On-policy Self-Distillation for Agentic Reinforcement Learning

Language-model agents are usually trained by reinforcement learning from one reward per episode, and privileged self-distillation enriches it by letting the same policy, given a skill, teach its skill-free self through token probabilities. However, we identify two phenomena that question this channel. Invisible Advanta...

Mu-Yang Li, Jie Yang, Zheng-Yu Fang et al. · 1 citation · ⚡1
Sep 2026

Spatiotemporally programmed core-shell multilayer hydrogel spheres dressing for scarless infected wound healing.

Bacterially infected wounds often exhibit dysregulated inflammatory responses and ineffective pathogen clearance, leading to a dysregulated healing cascade and pathological scarring. Here, we present a spatiotemporally programmed core-shell hydrogel sphere system engineered via a molecular-weight-gradient hyaluronic ac...

Jun-Chao Zhu, Bo-Wen Qiao, Yong-Ping Liang et al. · 0 citations
Preprint Aug 2026

PaSTel: Anchoring Histology in Spatial Transcriptomics via Multi-Scale Hierarchical Bio-Prior Contrastive Pretraining

PaSTel is introduced, a hierarchical multimodal pretraining framework that integrates biological priors at three levels that consistently outperforms existing vision and vision-omics encoders, demonstrating that incorporating multiscale biological priors yields more informative and transferable representations for spat...

Azim Dehghani Amirabad, Jun-Chao Zhu, Pushpak Pati et al. · 0 citations

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