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Author

Feng Huang

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Open access Oct 2026

Pseudomonas enhances soil phosphorus bioavailability and maize seedling growth and affects soil microbial community

ABSTRACT The low bioavailability of phosphorus in soil is a significant limiting factor for crop production, and inoculation with phosphate-solubilizing bacteria (PSB) has been recognized as an effective method. In this study, two strains with high phosphate-solubilizing ability, namely, Pseudomonas veronii 1416X3 and...

Jing-Xue Zhang, Si-Si Li, Wen-Wen Ma et al. · 0 citations
#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
Sep 2026

Biorefinery of Moldy Corn for Poly(3-hydroxybutyrate) Synthesis Utilizing Halomonas sp. DYZ-4: Unsterile Craft Model and Metabolic Mechanisms

Halomonas is demonstrated as a competitive non-sterilized platform to produce poly(3-hydroxybutyrate) (PHB) presenting a potential biomanufacturing scenario for the transformation of severely damaged agricultural debris.

Lei-Zhen Zhao, Lin Chen, Gao-Jie Sun et al. · 0 citations

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