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Graph Neural Networks (GNNs) have proven to be successful in several predictive modeling tasks for graph-structured data.
Fast Graph Representation Learning with PyTorch Geometric
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A new status index derived from sociometric analysis
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The anatomy of a large-scale hypertextual Web search engine
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Clustering and preferential attachment in growing networks
Newman, M. E. 2001 · 2001
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The Link Prediction Problem for Social Networks
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Zhou, T.; Lü, L.; and Zhang, Y.-C. 2009 · 2009
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Emergence of Scaling in Random Networks
Barabási, A.-L.; and Albert, R. 2010 · 2010
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Predicting positive and negative links in online social networks
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Signed networks in social media
Leskovec, J.; Huttenlocher, D. P.; and Kleinberg, J. M. 2010b · 2010
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Link prediction in complex networks: A survey
Lü, L.; and Zhou, T. 2011 · 2011
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Learning to Discover Social Circles in Ego Networks
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Konect: the koblenz network collection
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Model of complex networks based on citation dynamics
Šubelj, L.; and Bajec, M. 2013 · 2013
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Explaining and Harnessing Adversarial Examples
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Martínez, V.; Berzal, F.; and Cubero, J.-C. 2016 · 2016
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Adversarial Examples for Malware Detection
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A taxonomy and survey of attacks against machine learning
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Link prediction adversarial attack via iterative gradient attack
Chen, J.; Lin, X.; Shi, Z.; and Liu, Y. 2020 · 2020
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Link prediction techniques, applications, and performance: A survey
Kumar, A.; Singh, S. S.; Singh, K.; and Biswas, B. 2020 · 2020
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Adversarial attacks on link prediction algorithms based on graph neural networks
Lin, W.; Ji, S.; and Li, B. 2020 · 2020
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Adversarial Attacks and Defenses in Deep Learning
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A comprehensive survey on graph neural networks
Wu, Z.; Pan, S.; Chen, F.; Long, G.; Zhang, C.; and Philip, S. Y. 2020 · 2020
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Training Sparse Neural Networks
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Attack graph convolutional networks by adding fake nodes
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Link Prediction Based on Graph Neural Networks
Zhang, M.; and Chen, Y. 2018 · 2018
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Adversarial Attacks on Neural Networks for Graph Data
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