Assertion certainty 5/5 debate potential 2/5

Sartran: Translating all known human proofs would save years of compute

Laurent Sartran · No Priors Ep. 90 | With Google's DeepMind's AlphaProof Team · Nov 14, 2024 · at 26:07

Laurent Sartran of DeepMind discusses the utility of formalizing human expert mathematical data versus relying purely on reinforcement learning search.

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“With more supervised data, we can avoid the exploration problem, and we could translate all the proofs that are known to man, and that certainly would make the agent much better, and that would save us years of compute for sure.”

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More from Laurent Sartran

Disclosure
Sartran: AlphaProof develops an alien style by learning from self-discovered proofs
“The way alpha proof currency operates there is that it discovers its own proofs, and when they are valid, it learns from them and develop its own style which has been commented upon as looking, yeah, quite, quite alien.”
Laurent Sartran Nov 14, 2024 ▶ 24:57 No Priors Ep. 90 | With Google's DeepMind's AlphaProof Team
Insight
Sartran: Human creativity matters more in theory building than theorem proving
“It seems that there is more room for human creativity, human taste human skill in building theories than in the proof part.”
Laurent Sartran Nov 14, 2024 ▶ 37:04 No Priors Ep. 90 | With Google's DeepMind's AlphaProof Team
Assertion Supported
Sartran: AlphaProof cannot perform theory building or invent new theories
“Maybe the main thing that Alphaproof doesn't do is theory building. It doesn't invent its own theories.”
Laurent Sartran Nov 14, 2024 ▶ 10:04 No Priors Ep. 90 | With Google's DeepMind's AlphaProof Team
Assertion Supported
Sartran: Formal code verification remains bottlenecked by human proof-writing
“So it's already done for very critical domain, like avionics cryptography where it's very important, but it has to be done by humans.”
Laurent Sartran Nov 14, 2024 ▶ 21:00 No Priors Ep. 90 | With Google's DeepMind's AlphaProof Team
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