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Appendix A Distribution Shift in Graph-Structured Data Distribution shift appears when the joint distribution differs between source domain and target domain

Neural Information Processing Systems

In all, structure shift is unique to graph data due to the non-IID nature caused by node interconnections. In this section, we provide additional details about the datasets used in our benchmark. The labels categorize airports by activity levels, measured in terms of flights or passenger numbers. Each dataset's nodes symbolize papers, while edges reflect their citation relationships. Specifically, "ACMv9" (A) includes papers from ACM spanning 2000 to 2010, "Citationv1" (C) consists of DBLP collected between 2004 and 2008.



Molecule Design by Latent Prompt Transformer

Neural Information Processing Systems

This work explores the challenging problem of molecule design by framing it as a conditional generative modeling task, where target biological properties or desired chemical constraints serve as conditioning variables.



China tightens export controls on rare-earth metals: Why this matters

Al Jazeera

What is the Insurrection Act? Is Trump trying to dial back tensions with Brazil? Why was Letitia James indicted? Will a government shutdown hurt the economy? China tightened export controls for critical rare-earth metals on Thursday.