Tighnari v2: Mitigating Label Noise and Distribution Shift in Multimodal Plant Distribution Prediction via Mixture of Experts and Weakly Supervised Learning. - Haixu Liu; Yufei Wang; Tianxiang Xu; Chuancheng Shi; Hongsheng Xing (CLEF (Working Notes), 2025)

Weak to Strong: VLM-Based Pseudo-Labeling as a Weakly Supervised Training Strategy in Multimodal Video-based Hidden Emotion Understanding Tasks. - Yufei Wang; Haixu Liu; Tianxiang Xu; Chuancheng Shi; Hongsheng Xing (MiGA@IJCAI, 2025)

Learning Continuous Solvent Effects from Transient Flow Data: A Graph Neural Network Benchmark on Catechol Rearrangement. - Hongsheng Xing; Qiuxin Si (CoRR, 2025)