Computability-logic web: an alternative to deep learning

Kwon, Keehang

arXiv.org Artificial Intelligence 

It is not dfficult to point out the weaknesses of neural nets and deep learning. Simply put, neural nets are too weak to support general AI. They receive inputs (numbers), perform simple arithmetic operations and produce outputs (numbers). Consequently, they provide only primitive services such as object classifications. Although object classification has some interesting applications, the power of classification is in fact not much compared to all the complex services a human can provide. Complex services - making a coffee, withdrawing money from ATM, etc - are not well supported by neural nets.

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