Author

Yu Wang

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Preprint Aug 2026

Unifying Graph Neural Networks Through a Common Layer Equation

A common layer equation is introduced that represents covered architectures through seven components: an update domain, channel set, propagation bank, per-channel message maps, channel-fusion operator, ego/residual map, and update map, which exposes the empirical inverse problem of mapping measurable graph and task pro...

S. Navuluru, Siddhartha Shankar Das, B. Ni et al. · 0 citations

Review Aug 2026

Personalized Auto-Research: Towards a True AI Co-Scientist

This work introduces the problem of personalized auto-research, which conditions every stage of the research process on a representation of the individual researcher, and proposes a general and flexible framework that threads a graph-grounded researcher context through retrieval, hypothesis search, experimentation, wri...

B. Ni, Franck Dernoncourt, Hong-Jie Chen et al. · 0 citations