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I learned from this blog post Self-Supervised Learning: The Dark Matter of Intelligence that

We believe that self-supervised learning (SSL) is one of the most promising ways to build such background knowledge and approximate a form of common sense in AI systems.

What are other most promising ways which would be competitive to self-supervised learning?

I only know the knowledge base, but I don't think it would be that promising due to the curation problem of the large scale Automated Knowledge Base Construction.

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