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Heterogeneous network representation learning: A unified framework with survey and benchmark
Since real-world objects and their interactions are often multi-modal and multi-typed,
heterogeneous networks have been widely used as a more powerful, realistic, and generic …
heterogeneous networks have been widely used as a more powerful, realistic, and generic …
Representation learning for knowledge fusion and reasoning in Cyber–Physical–Social Systems: Survey and perspectives
The digital deep integration of cyber space, physical space and social space facilitates the
formation of Cyber–Physical–Social Systems (CPSS). Knowledge empowers CPSS to be …
formation of Cyber–Physical–Social Systems (CPSS). Knowledge empowers CPSS to be …
Graph neural networks for friend ranking in large-scale social platforms
Graph Neural Networks (GNNs) have recently enabled substantial advances in graph
learning. Despite their rich representational capacity, GNNs remain under-explored for large …
learning. Despite their rich representational capacity, GNNs remain under-explored for large …
Dynamic multi-view group preference learning for group behavior prediction in social networks
Group behavior modeling is an important research topic in the field of social network
analysis. Existing methods regarding this topic can only learn the static group preference …
analysis. Existing methods regarding this topic can only learn the static group preference …
Navigating complexity: a comprehensive review of heterogeneous information networks and embedding techniques
The adoption of heterogeneous information networks (HINs) has gained popularity as a
means of modeling complex real-world systems with diverse interacting components …
means of modeling complex real-world systems with diverse interacting components …
Learning Node Representations via Sketching the Generative Process with Events Benefits Link Prediction on Heterogeneous Networks
The Heterogeneous Information Network (HIN) stands out as a prominent tool for depicting
interactions in real-world systems. Recently, representation learning on HINs has attracted …
interactions in real-world systems. Recently, representation learning on HINs has attracted …
Graphical evolutionary game theoretic modeling of strategy evolution over heterogeneous networks
The rapid development of the Internet and networking technologies greatly facilitates the
interactions among heterogeneous agents, while it also causes problems, such as the …
interactions among heterogeneous agents, while it also causes problems, such as the …
Twin papers: A simple framework of causal inference for citations via coupling
The research process includes many decisions, eg, how to entitle and where to publish the
paper. In this paper, we introduce a general framework for investigating the effects of such …
paper. In this paper, we introduce a general framework for investigating the effects of such …
Trans-Trip: Translation-based embedding with Triplets for Heterogeneous Graphs.
Heterogeneous graphs (HG) are an effective way of abstracting complex systems, including
social, biological, and economic systems. However, modeling these graphs is challenging …
social, biological, and economic systems. However, modeling these graphs is challenging …
Stackelberg vs. Nash in the Lottery Colonel Blotto Game
Y Liu, B Ni, W Shen, Z Wang, J Zhang - arxiv preprint arxiv:2410.07690, 2024 - arxiv.org
Resource competition problems are often modeled using Colonel Blotto games. However,
Colonel Blotto games only simulate scenarios where players act simultaneously. In many …
Colonel Blotto games only simulate scenarios where players act simultaneously. In many …