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I think that measuring state spaces is really misleading. (Although we totally did that to aggrandize how good our synthesis system was, at least to ourselves :
by tikhonj 10y ago
I think that measuring state spaces is really misleading. (Although we totally did that to aggrandize how good our synthesis system was, at least to ourselves :P. The space of possible programs, even short ones in a small language, quickly gets hilariously large.)
Past a certain point the structure of a space is what matters which dictates how well any given search strategy will perform, and that doesn't readily generalize across domains.
I have not seen anything that would lead me to believe that results like AlphaGo will meaningfully generalize to such an extent. I still think that it would take more than just incremental work to get from where we are now to scalable program synthesis.
- Houshalter 10y agoYou are right, but I'm just trying to say that AI is now believed to be able to beat all perfect information games. If you could model program synthesis as a game (regardless how boring/unfun it might be) computers could beat expert humans at it. OR, we have game that humans are still better at, and AI researchers at big companies will spend years attacking it for fame and glory. Either way it's interesting.