Author

Jiang-Tao Wang

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Aug 2026

Cross-city few-shot spatiotemporal graph forecasting via masked pre-training and prompt tuning.

A novel STG few-shot learning framework named ST-MPPT is proposed, which addresses both challenges through masked pre-training and prompt tuning, and introduces a novel prompt network that dynamically generates input-specific prompts to steer the pre-trained encoders to adapt to different data distributions across dive...

Xianwei Guo, Zhi-Yong Yu, Jiang-Tao Wang et al. · Neural Networks · 0 citations

#protein folding Preprint Aug 2026

CIR-DDG: backbone-agnostic residual correction of antibody-antigen affinity changes with explicit cross-chain geometry

CIR-DDG, a lightweight residual adapter that combines a fixed base prediction with 22 interpretable descriptors of cross-chain distance, contact density and site--partner context, is introduced, showing that the learned geometric correction generalizes beyond SKEMPI thermodynamic measurements.

Weizhen Yu, Zhi-Heng Zou, Yonggui Huang et al. · 0 citations