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Two possible reasons.

1. First, though I am not sure of this (i.e. this should be verified), I heard that the team working on AlphaStar initially tried to create a Starcraft AI entirely through "self-play," but this was not successful. (Intuitively, in a real-time game, there are too many bad options too early on that even with a LOT of time to learn, if your approach is too "random" you will quickly enter an unwinnable position and not learn anything useful.) As a result, they replaced this approach with an approach which incorporated learning from human games.

2. "including a not widely reported showmatch against Serral when he was BlizzCon champ." is a mischaracterization. It was not a "showmatch," rather there was a setup at Blizzcon where anyone could sit down and play against AlphaStar, and Serral at some point sat down to play AlphaStar there. He went 0-4 vs AlphaStar's protoss and zerg, and 1-0 vs its Terran. However, not only was he not using his own keyboard and mouse, but he could not use any custom hotkeys. If you do not play Starcraft it may not be obvious just how large of a difference this could make. BTW, when Serral played (perhaps an earlier iteration of) AlphaStar's terran on the SC2 ladder, he demolished it.

I remember when seeing the final report, I was a bit disappointed. It seemed like they cut the project off at a strange point, before AlphaStar was clearly better than humans. I feel that if they had continued they could have gotten to that point, but now we will never know.




"It seemed like they cut the project off at a strange point, before AlphaStar was clearly better than humans. I feel that if they had continued they could have gotten to that point" What if that's why they cut it off..


Apologies, I don't quite follow your reasoning.


I think the GP means that the AlphaStar team stopped working on the project because they felt it was reaching a dead end and unlikely to produce further results, or at least other ventures might have been more promising.

I think that's most likely the case too, otherwise why would they give up?


I guess I feel that there is a big discontinuous jump between "not clearly better than humans" and "clearly better than humans," where the latter is much, much more significant than the former. It seems like going on a hike and stopping before the summit.


> but he could not use any custom hotkeys.

IIRC you could and Serral did set his own custom keybindings on the machine. The main difference was different keyboard and mouse.


I looked into this again and the hotkey situation seems more unclear than I suggested. You could not log into your Battle.net account, so it would have been somewhat time consuming to change all of your settings manually. If I had to guess, I might wager that Serral changed some of the more important ones manually but not the others, but this is just conjecture and maybe he changed all of them. I don't know if anyone but Serral would know this, however.

In any case, Serral said this, which you can take as you will:

https://twitter.com/ENCE_Serral/status/1192023800961019904

"It was okay, I doubt i would lose too many games with a proper setup. I think the 6.3-6.4 mmr is pretty accurate, so not bad at all but nothing special at the same time."

On the one hand, surely it doesn't seem surprising that the player who lost, the human, would say the above, and so one may be skeptical of how unbiased Serral's assessment is. On the other hand, I would say that Serral is among the more frank and level-headed players I've seen in the various videogames I've followed, so I wouldn't be too hasty to write off his assessment for this reason.




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