Author

Tian-Yin Liao

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Open access 2026

When does heterogeneous structured evidence help? A unified benchmark for structured-data modeling

Real-world entities are often characterized by heterogeneous structured information, including static attributes, temporal dynamics, and relational dependencies. However, existing benchmarks provide limited understanding of whether multimodal models can effectively exploit complementary information across these modalit...

Kai-Jie Cheng, Nuo-Yue Xu, Xing-Xuan Zhang et al. · AI Plus · 0 citations

Jul 2026

Surprisingly Simple and Effective Multi-Domain Graph Foundation Model through Graph-to-Table Alignment

GTAlign is proposed, a surprisingly simple yet effective Graph-to-Table Alignment framework for text-free Graph Foundation Model, and a community-guided continual pre-training, where pseudo-labels derived from graph community are used to construct few-shot prediction episodes.

Chunyu Hu, Tianyin Liao, Ge Lan et al. · arXiv.org · 0 citations