A comprehensive survey on trustworthy graph neural networks: Privacy, robustness, fairness, and explainability

E Dai, T Zhao, H Zhu, J Xu, Z Guo, H Liu, J Tang… - Machine Intelligence …, 2024 - Springer
Graph neural networks (GNNs) have made rapid developments in the recent years. Due to
their great ability in modeling graph-structured data, GNNs are vastly used in various …

A meta-analysis of longitudinal peer influence effects in childhood and adolescence.

M Giletta, S Choukas-Bradley, M Maes… - Psychological …, 2021 - psycnet.apa.org
For decades, psychological research has examined the extent to which children's and
adolescents' behavior is influenced by the behavior of their peers (ie, peer influence effects) …

Foundations and modeling of dynamic networks using dynamic graph neural networks: A survey

J Skarding, B Gabrys, K Musial - iEEE Access, 2021 - ieeexplore.ieee.org
Dynamic networks are used in a wide range of fields, including social network analysis,
recommender systems and epidemiology. Representing complex networks as structures …

The bidirectional causality of tie stability and innovation performance

Y Wang, J Zhang, Y Yan, J Guan - Research Policy, 2024 - Elsevier
Scholars increasingly focus on the tie stability of firms' alliance networks and regard
innovation as its consequence. However, they overlook that a firm's innovation performance …

How to deal with reverse causality using panel data? Recommendations for researchers based on a simulation study

L Leszczensky, T Wolbring - Sociological Methods & …, 2022 - journals.sagepub.com
Does X affect Y? Answering this question is particularly difficult if reverse causality is
looming. Many social scientists turn to panel data to address such questions of causal …

Social tip** processes towards climate action: A conceptual framework

R Winkelmann, JF Donges, EK Smith, M Milkoreit… - Ecological …, 2022 - Elsevier
Societal transformations are necessary to address critical global challenges, such as
mitigation of anthropogenic climate change and reaching UN sustainable development …

Beyond screen time: Identity development in the digital age

I Granic, H Morita, H Scholten - Psychological inquiry, 2020 - Taylor & Francis
We are in the midst of a global transition in which digital “screens” are no longer simply
entertainment devices and distractions; rather, adolescents are currently living in a hybrid …

Tools and methods in participatory modeling: Selecting the right tool for the job

A Voinov, K Jenni, S Gray, N Kolagani, PD Glynn… - … Modelling & Software, 2018 - Elsevier
Various tools and methods are used in participatory modelling, at different stages of the
process and for different purposes. The diversity of tools and methods can create challenges …

The role of space in the formation of social ties

ML Small, L Adler - Annual Review of Sociology, 2019 - annualreviews.org
Recent years have seen a resurgence of interest in the relation between networks and
spatial context. This review examines critically a selection of the literature on how physical …

Depressive symptoms are associated with social isolation in face-to-face interaction networks

T Elmer, C Stadtfeld - Scientific reports, 2020 - nature.com
Individuals with depressive symptoms are more likely to be isolated in their social networks,
which can further increase their symptoms. Although social interactions are an important …