Lightning Talk: Intellectual Cognitive Development in Artificial Intelligence
Lightningat Open AI + Data Forum @ Open Source Summit North America 2022 · on Thursday, 2022-06-23· at 17:15· Room 303/304 (Level 3), JW Marriott Austin, 110 E 2nd Street Austin, TX 78701·
summary
Argues that current AI optimizes numeric neuron values and weights to minimize loss rather than develop cognitive intellectual growth, cites that humans learn concepts in a few shots while models often need millions of examples, and urges new approaches beyond more data. Describes neural nets as 0–1 neuron values and weighted optimization, gives a Google Brain experiment where an agent evolved leg designs that solved obstacles but only when size limits were enforced, showing unexpected but task‑specific solutions.
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