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Author

Jiaxin Duan

3 papers indexed here

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#artificial intelligence Preprint Aug 2026

Improving Parameter Utilization by Sharing Neural Experts Across Layers in Transformers

Transformer-based large language models often suffer from inter-layer parameter redundancy, where functional transformations are redundantly learned across network depths. We propose CS-MoE, a novel Transformer architecture featuring cross-layer expert sharing to address this inefficiency. Deviating from the widely use...

Dian Jiao, Jiaxin Duan, Shuai Zhao et al. · 0 citations
#machine learning Preprint Aug 2026

ViCo: Visual-oriented Coding with Self-Reflection for Chart Replication

This paper proposes ViCo, a training framework for visual-oriented coding that employs iterative reflections to align generated chart images progressively with the reference and proposes an automatic, multifaceted evaluation framework that assesses charts'style, layout, and semantic consistency via a hierarchical heter...

Jiaxin Duan, Dian-Jiao-Shuai Zhao, Jia-Bing Leng et al. · 0 citations

PiPMRE: A Pipeline Based on Language Model for Medical Relation Extraction

A novel pipeline framework, PiPMRE, developed on language models to enhance MRE performance, which surpasses the previous state-of-the-art by an average of 5.6 recall points and 4.4 accuracy points and is demonstrated in few-shot settings.

Jiaxin Duan, Fengyu Lu, Jun-Fei Liu · 0 citations

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