Associational Deductive Networks.
Seokjun Kim, Jaeeun Jang, Hyeoncheol Kim · arXiv (Cornell University) · 2021
we introduce associational deductive networks(ADNs), a network that performs deductive reasoning. To have high-dimensional thinking, combining various axioms and putting the results back into another axiom is necessary to produce new relationships and results. For example, it would be given two propositions: is a man. and All men are mortals. and two propositions could be used to infer the new proposition, Therefore Socrates is mortal.. To evaluate, we used MNIST Dataset, a handwritten numerical image dataset, to apply it to the group theory and show the results of performing deductive learning.