Author

Ting Zhong

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Oct 2026

Taming modality bias with counterfactual reasoning in multimodal knowledge graph completion.

Multimodal Knowledge Graph Completion (MMKGC) is critical for reasoning over sparse relational data enriched with visual and textual features. However, existing methods struggle to generalize in real-world scenarios due to two pervasive challenges: (1) inter-entity heterogeneity, where modality availability is highly i...

Bin Chen, Jin Wu, Han-Ting Shen et al. · Neural Networks · 0 citations

#artificial intelligence Preprint Oct 2026

Stochastic Grouping Conformal Prediction for Effective Subgroup Reliability

Conformal prediction offers a distribution-free coverage guarantee, making it especially attractive for clinical applications. Standard conformal prediction, however, provides such guarantees only at the population level, and its prediction sets can exhibit coverage disparities across clinically important subgroups. A...

Mei-Hui Zhong, Wen-Xin Tai, Ting Zhong et al. · 0 citations