符号主义 AI 是否已死？新研究不断把符号结构重新引入机器学习

Is symbolic ai dead? [D]

AI 导读

有研究者提出，新研究持续在机器学习中重新引入符号主义 AI 结构，但相关研究仍不多。符号主义 AI 在 70 年代经历鼎盛期，神经网络兴起后基本淡出讨论。该研究者认为，若能解决自实例化与反馈循环这两个主要问题，符号主义 AI 有望回归，并称用多个随机 reservoir 网络加少量数学即可为构成部件产生强信号。

正文

New research keeps finding things that keep reintroducing symbolic ai structures to machine learning and I have wondered why more research hasnt been done with it. There was a heyday in the 70s for it but after neural nets came out it seems to be completely out of the discussions. I think it could make a comeback if we can resolve the primary issues of self-instantiation and feedback loops. Even using several random reservoir nets and a little bit of math creates strong signals for the component parts that contribute to what something is made of and how it works.

submitted by /u/Velocitank
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