Graph representation learning by Zhang, Xinyi

“…Generating a high-quality graph representation should preserve much information such as node position, subgraph direction and node connection, however, encoding this information in the form of scalar means activating elements in a vector one-by-one which is exponentially less efficient than encoding them with distributed representations, so routing mechanism is applied to generate graph-level representations in the form of capsules which can encode graph information more efficiently. …”
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PostIndependentzia by Calzada, I

“…Firstly, international territorial issues should be addressed by systemically merging them with internal territorial issues; and secondly, TransLoKal entrepreneurs - meaning enterprising indivuals, social activits and progressive small organizations - should be given a leading role, without, that is, having to depend on the blind and burdensome dominance of traditional institutions and their management structures. …”