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How to Make your LinkedIn Profile stand out in a sea of professionals? Can a few lines of code elevate your profile to new heights? Imagine a LinkedIn profile that not only showcases your skills but also captivates your network with interactive elements Is it possible to make a phone call?To update your LinkedIn profile […]
Graph neural networks (GNNs) are now the mainstream method for mining graph-structured data and learning low-dimensional node- and graph-level embeddings to serve downstream tasks. However, limited by the bottleneck of interpretability that deep neural networks present, existing GNNs have ignored the issue of estimating the appropriate number of dimensions for the embeddings. Hence, we propose a novel framework called Minimum Graph Entropy principle-guided Dimension Estimation, i.e. MGEDE, that learns the appropriate embedding dimensions for both node and graph representations. In terms of nod...