Revisiting heterophily for graph neural networks

…, J Zhu, M Zhao, S Zhang, XW Chang… - Advances in neural …, 2022 - proceedings.neurips.cc
Graph Neural Networks (GNNs) extend basic Neural Networks (NNs) by using graph structures
based on the relational inductive bias (homophily assumption). While GNNs have been …

When Do Graph Neural Networks Help with Node Classification? Investigating the Homophily Principle on Node Distinguishability

…, C Hua, M Xu, Q Lu, J Zhu, XW Chang… - Advances in …, 2024 - proceedings.neurips.cc
Homophily principle, ie, nodes with the same labels are more likely to be connected, has been
believed to be the main reason for the performance superiority of Graph Neural Networks (…

“Megavirales”, a proposed new order for eukaryotic nucleocytoplasmic large DNA viruses

…, N Yutin, S Asgari, Y Bigot, DK Bideshi, XW Cheng… - Archives of …, 2013 - Springer
The nucleocytoplasmic large DNA viruses (NCLDVs) comprise a monophyletic group of
viruses that infect animals and diverse unicellular eukaryotes. The NCLDV group includes the …

Is heterophily a real nightmare for graph neural networks to do node classification?

…, Q Lu, J Zhu, M Zhao, S Zhang, XW Chang… - arXiv preprint arXiv …, 2021 - arxiv.org
Graph Neural Networks (GNNs) extend basic Neural Networks (NNs) by using the graph
structures based on the relational inductive bias (homophily assumption). Though GNNs are …

Tissue-specific bioaccumulation of human and veterinary antibiotics in bile, plasma, liver and muscle tissues of wild fish from a highly urbanized region

…, HC Su, QQ Zhang, XW Chen, YY Yang, J Chen… - Environmental …, 2015 - Elsevier
We investigated the bioaccumulation of antibiotics in bile, plasma, liver and muscle tissues of
wild fish from four rivers in the Pearl River Delta region. In total, 12 antibiotics were present …

Break the ceiling: Stronger multi-scale deep graph convolutional networks

S Luan, M Zhao, XW Chang… - Advances in neural …, 2019 - proceedings.neurips.cc
Recently, neural network based approaches have achieved significant progress for solving
large, complex, graph-structured problems. Nevertheless, the advantages of multi-scale …

The noteworthy chloride ions in reclaimed water: harmful effects, concentration levels and control strategies

KF Cao, Z Chen, YH Wu, Y Mao, Q Shi, XW Chen… - Water Research, 2022 - Elsevier
Chloride ions (Cl − ), which are omnipresent in reclaimed water, can cause various
problems in water reuse systems, especially during water transmission and at end use sites. …

Space-to-ground quantum key distribution using a small-sized payload on Tiangong-2 space lab

…, WZ Zhang, JJ Jia, JC Wu, XW Chen… - Chinese Physics …, 2017 - iopscience.iop.org
Quantum technology establishes a foundation for secure communication via quantum key
distribution (QKD). In the last two decades, the rapid development of QKD makes a global …

Long-term exposure to environmentally relevant concentrations of progesterone and norgestrel affects sex differentiation in zebrafish (Danio rerio)

…, GY Huang, SS Liu, JL Zhao, YY Yang, XW Chen… - Aquatic Toxicology, 2015 - Elsevier
The aim of this study was to investigate the effects of progestins on the sex differentiation of
zebrafish by measuring the sex ratio and transcriptions of genes related to sex differentiation (…

[HTML][HTML] Misoprostol for medical treatment of missed abortion: a systematic review and network meta-analysis

H Wu, S Marwah, P Wang, Q Wang, X Chen - Scientific reports, 2017 - nature.com
The efficacy and safety of misoprostol alone for missed abortion varied with different regimens.
To evaluate existing evidence for the medical management of missed abortion using …