Author

Ting Wang

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Book Open access Aug 2026

Invariant Structure Learning with Pre-trained Language Models for Spatio-temporal Graph

InvSTG-PLM, an invariance-aware spatiotemporal graph learning framework that grounds PLMs in invariant structures, is proposed and a deterministic robustness bound is justified, showing that mean–variance control upper bounds worst-case risk over simulated environments.

Ting Wang, Duo Zhou, Daqian Shi et al. · Proceedings of the 32nd ACM... · 0 citations

Sep 2026

Trustworthy Drug-Drug Interaction Prediction Model via Weighted Aggregating Conformal Prediction.

Drug-Drug Interaction (DDI) prediction is crucial for ensuring the safety and efficacy of combination drug therapies. However, most existing methods lack uncertainty estimation, limiting their reliability and practical adoption. While conformal prediction (CP) offers guaranteed coverage in classification tasks, its dir...

Kai-Yuan Zhang, Ting Wang, Zhi-Xin Zhou et al. · IEEE transactions on computa... · 2 citations