mlsanityData to 14 Oct 2026

Deductive Association Networks

arXiv 2111.01431 ↗First posted 2 Nov 2021cs.AIcited by 2

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Abstract (arXiv)

we introduce deductive association networks(DANs), 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: "Socrates 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.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 5 of its 11 references that are in the map. First posted on arXiv 2 Nov 2021.

Builds on

5 of 11 references.

References · 5

  1. 2016Semi-Supervised Classification with Graph Convolutional Networkscited by 11,361
  2. 2017Graph Attention Networkscited by 8,923
  3. 2019A Comprehensive Survey on Graph Neural Networkscited by 2,919
  4. 2014Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modelingcited by 2,367
  5. 2015Empirical Evaluation of Rectified Activations in Convolutional Networkcited by 519

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Citing papers per year: 2021: 2.

2 papers.