
Transfer Learning of Graph Neural Networks with Egograph Information Maximization
Graph neural networks (GNNs) have been shown with superior performance i...
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GCN for HIN via Implicit Utilization of Attention and Metapaths
Heterogeneous information network (HIN) embedding, aiming to map the str...
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Unsupervised Differentiable Multiaspect Network Embedding
Network embedding is an influential graph mining technique for represent...
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Secure Network Release with Link Privacy
Many data mining and analytical tasks rely on the abstraction of network...
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Heterogeneous Network Representation Learning: Survey, Benchmark, Evaluation, and Beyond
Since realworld objects and their interactions are often multimodal an...
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I Know You'll Be Back: Interpretable New User Clustering and Churn Prediction on a Mobile Social Application
As online platforms are striving to get more users, a critical challenge...
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QuerySpecific Knowledge Summarization with Entity Evolutionary Networks
Given a query, unlike traditional IR that finds relevant documents or en...
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Neural Embedding Propagation on Heterogeneous Networks
Classification is one of the most important problems in machine learning...
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MetaGraph Based HIN Spectral Embedding: Methods, Analyses, and Insights
In this work, we propose to study the utility of different metagraphs, ...
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GraphBLAST: A HighPerformance Linear Algebrabased Graph Framework on the GPU
Highperformance implementations of graph algorithms are challenging to ...
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HigherOrder Clustering in Heterogeneous Information Networks
As one type of complex networks widelyseen in realworld application, h...
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A Comparative Study on Exact Triangle Counting Algorithms on the GPU
We implement exact triangle counting in graphs on the GPU using three di...
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Implementing PushPull Efficiently in GraphBLAS
We factor Beamer's pushpull, also known as directionoptimized breadth...
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Design Principles for Sparse Matrix Multiplication on the GPU
We implement two novel algorithms for sparsematrix densematrix multipl...
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mvn2vec: Preservation and Collaboration in MultiView Network Embedding
Multiview networks are ubiquitous in realworld applications. In order ...
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Mathematical Foundations of the GraphBLAS
The GraphBLAS standard (GraphBlas.org) is being developed to bring the p...
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Carl Yang
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