4 ms·
“if you formulate a [very specific type of problem involving perfect information games] in the right way”
by mindgam3 8y ago
“if you formulate a [very specific type of problem involving perfect information games] in the right way”
- taneq 8y agoHey, at least it's a type of problem rather than a problem itself. I haven't studied enough myself yet to know the answer to this one, but what are the differences between AlphaZero and the OpenAI 5 DOTA team's approach? Would it be possible to apply AlphaZero to DOTA?
- sanxiyn 8y agoDOTA is partially observable, so I believe AlphaZero can't be applied, as-is.
- why_only_15 8y agoI wonder what would happen if you made DOTA totally observable. You could probably reformat it as 5 pieces for a player instead of 5 people on a team or the like. It would probably change the game too much to be recognizable as the same, but I think it would be an interesting experiment if nothing else.
- mindgam3 8y agoAgreed. Poker is another interesting case of "partial information" game. There is some discussion of this in the links below. I suspect that AlphaZero could make a decent poker player with a non-trivial amount of tweaking. 1. https://www.technologyreview.com/s/601157/could-alphago-bluff-its-way-through-poker/ https://www.technologyreview.com/s/601157/could-alphago-bluf... 2. https://www.quantamagazine.org/why-alphazeros-artificial-intelligence-has-trouble-with-the-real-world-20180221/ https://www.quantamagazine.org/why-alphazeros-artificial-int...