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“AI-GAs: AI-generating algorithms, an alternate paradigm for producing general artificial intelligence”

This paper describes an exciting path that ultimately may be successful at producing general AI. It is based on the clear trend in machine learning that hand-designed solutions eventually are replaced by more effective, learned solutions.

The idea is to create an AI-generating algorithm (AI-GA), which automatically learns how to produce general AI. Three Pillars are essential for the approach: (1) meta-learning architectures, (2) meta-learning the learning algorithms themselves, and (3) generating effective learning environments.

Jeff Clune: https://arxiv.org/abs/1905.10985

#AGI #AGIFirst #ArtificialGeneralIntelligence
AI-GAs: AI-generating algorithms, an alternate paradigm for producing general artificial intelligence

"We should keep in mind the grandeur of the task we are discussing, which is nothing short than the creation of an artificial intelligence smarter than humans. If we succeed, we arguably have also created life itself..."

By Jeff Clune : https://arxiv.org/abs/1905.10985

#ArtificialIntelligence #ArtificialGeneralIntelligence #MetaLearning
How Meta-Learning Could Help Us Accomplish Our Grandest AI Ambitions, and Early, Exotic Steps in that Direction
Jeff Clune : http://www.cs.uwyo.edu/~jeffclune/share/2019_12_13_NeurIPS_Metalearning.pdf
#ArtificialGeneralIntelligence #AGI #MetaLearning