Author

Zixin Jiang

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Conference Open access Sep 2026

Domain-Informed Graph Neural Networks for Climate Factor Forecasting to Support Sustainable Crop Management

Inspired by agronomic knowledge, DoIGNN is proposed, a Domain-Informed Graph Neural Network that injects a domain-structured graph constraint built from Agro-Climatic Homogeneous Zones (ACHZs) that improves forecasting accuracy over strong baselines while yielding more interpretable spatial dependency patterns that sup...

Zi-Yue Sun, Zi-Xin Jiang, Chen-Kai Xu et al. · Proceedings of the Thirty-Fi... · 0 citations

Open access Jun 2026

OmicsTransformer: self-supervised masked consistency and uncertainty-aware fusion for robust multi-omics prediction

OmicTransformer is presented, an end-to-end framework that projects each omics modality into latent patches, enforces masked semantic consistency through an Exponential Cosine Consistency Loss, models global patch dependencies with a Transformer encoder, and fuses modalities by sample-specific uncertainty.

Junxuan Feng, Bingshen Shan, Jie Deng et al. · Bioinformatics · 0 citations