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The GCN implementation is based on the concept of templating (or lifting) which is not exploited in Scallop. In fact, this is the key idea of Neuralogic for joi
by joaquincabezas 5y ago
The GCN implementation is based on the concept of templating (or lifting) which is not exploited in Scallop. In fact, this is the key idea of Neuralogic for joining deep learning and relational-logic representations.
It is explained in the paper "Beyond Graph Neural Networks with Lifted Relational Neural Networks" (https://arxiv.org/abs/2007.06286 https://arxiv.org/abs/2007.06286) and you also have a series of blog posts at https://medium.com/@sir.gustav https://medium.com/@sir.gustav