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most citedIterative Deep Graph Learning for Graph Neural Networks: Better and Robust Node Embeddings

217 citations · 2.1k across the 107 of their papers we have counts for

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physics.soc-ph2021★ 5 cited

Metrics and Mechanisms: Measuring the Unmeasurable in the Science of Science

Lingfei Wu, Aniket Kittur, Hyejin Youn +4

What science does, what science could do, and how to make science work? If we want to know the answers to these questions, we need to be able to uncover the mechanisms of science,…

physics.soc-ph2018★ 3 cited

Social Connection Induces Cultural Contraction: Evidence from Hyperbolic Embeddings of Social and Semantic Networks

Lingfei Wu, Linzhuo Li, James Evans

Research has repeatedly demonstrated the influence of social connection and communication on convergence in cultural tastes, opinions and ideas. Here we review recent studies and c…

physics.soc-ph2017

Large Teams Have Developed Science and Technology; Small Teams Have Disrupted It

Lingfei Wu, Dashun Wang, James A. Evans

Teams dominate the production of high-impact science and technology. Analyzing teamwork from more than 50 million papers, patents, and software products, 1954-2014, we demonstrate…

physics.soc-ph2015

Attention Dynamics in Collaborative Knowledge Creation

Lingfei Wu, Marco A. Janssen

To uncover the mechanisms underlying the collaborative production of knowledge, we investigate a very large online Question and Answer system that includes the question asking and…

physics.soc-ph2015★ 13 cited

The Role of Diverse Strategies in Sustainable Knowledge Production

Lingfei Wu, Jacopo A. Baggio, Marco A. Janssen

Online communities are becoming increasingly important as platforms for large-scale human cooperation. These communities allow users seeking and sharing professional skills to solv…

physics.soc-ph2015

The Hidden Geometry of Attention Diffusion

Cheng-Jun Wang, Lingfei Wu, Jiang Zhang +1

We propose a geometric model to quantify the dynamics of attention in online communities. Using clicks as a proxy of attention, we find that the diffusion of collective attention i…

physics.soc-ph2013★ 22 cited

The Metabolism and Growth of Web Forums

Lingfei Wu, Jiang Zhang, Min Zhao

We view web forums as virtual living organisms feeding on user's attention and investigate how these organisms grow at the expense of collective attention. We find that the "body m…

physics.soc-ph2011★ 19 cited

Accelerating Growth and Size-dependent Distribution of Human Activities Online

Lingfei Wu, Jiang Zhang

Research on human online activities usually assumes that total activity increases linearly with active population , that is, . However, we find examples o…