• Log InLog In
  • Register
Liquid`
Team Liquid Liquipedia
EST 14:31
CET 20:31
KST 04:31
  • Home
  • Forum
  • Calendar
  • Streams
  • Liquipedia
  • Features
  • Store
  • EPT
  • TL+
  • StarCraft 2
  • Brood War
  • Smash
  • Heroes
  • Counter-Strike
  • Overwatch
  • Liquibet
  • Fantasy StarCraft
  • TLPD
  • StarCraft 2
  • Brood War
  • Blogs
Forum Sidebar
Events/Features
News
Featured News
[ASL22] Finals Preview: Sweet Victory!12[ASL22] Ro4 Preview: Mirror Mirror6[ASL22] Ro8 Preview: Within Reach5[ASL22] Ro8 Preview: In A Tizzy11[ASL22] Ro16 Preview: Holy Diver5
Community News
Weekly Cups (Oct 26 - Nov 1): MaxPax, herO, Solar win0Weekly Cups (October 19-25): Clem triples first in 5.0.175Evil Geniuses - shutting down23ISSL (IntoTheTV x SOOP SC2 League): Premier7Weekly Cups (October 12-18): 5.0.17 era begins1
StarCraft 2
General
No more SC2 streamers on team liquid? [D] Hacker peak in sc2 ? Liquibets sc2 season 30 Evil Geniuses - shutting down Weekly Cups (Oct 26 - Nov 1): MaxPax, herO, Solar win
Tourneys
SC4ALL: II Venue Change Announcement! Sparkling Tuna Cup - Weekly Open Tournament WardiTV Mondays ISSL (IntoTheTV x SOOP SC2 League): Premier Stellar Fest TWO the Moon (Dec 16-20)
Strategy
[H] ZvP Mid-Late Game: Stalkers Collossi HT
Custom Maps
Starcraft 2 Advance [D] the control group Simple Questions/Answers [G] How to playtest arcade maps
External Content
Mutation # 550 Graveyard Shift The PondCast: SC2 News & Results Mutation # 549 Endless Sparkles Mutation # 548 Shining Bright
Brood War
General
Rollback Netcode in Brood War SC4ALL: II Venue Change Announcement! Ziemie's Starcraft 1 Prequel Campaign 🇺🇦 Ukrainian StarCraft:BroodWar community reborn BGH Auto Balance -> http://bghmmr.eu/
Tourneys
[Megathread] Daily Proleagues Small VOD Thread 2.0 [$1250] International ShieldBattery League KCM Race Survival 2026 Season 4
Strategy
50,000-Word Terran Builds Memo 2026-10-22 Cliff Jump Revisited (1 in a 1000 strategy) Simple Questions, Simple Answers
Other Games
General Games
Nintendo Switch Thread Stormgate/Frost Giant Megathread Deus Ex 3!? Mobile Legends: Bang Bang Armies of Exigo - YesYes?
Dota 2
Dota 2 Champions League Season 3 Begins April 25!
League of Legends
[TL LoL EUW IHs] Teemo shall perish
Heroes of the Storm
Heroes of the Storm 2.0
Hearthstone
Deck construction bug
TL Mafia
TL Mafia Community Thread
Community
General
US Politics Mega-thread Dating: How's your luck? Trading/Investing Thread Things Aren’t Peaceful in Palestine Canadian Politics Mega-thread
Fan Clubs
Fan Club Resource Thread Reynor Fan Club The Flash Fan Club
Media & Entertainment
Anime Discussion Thread Movie Discussion! [Manga] One Piece
Sports
Football (Soccer) Thread TeamLiquid Health and Fitness Initiative For 2023 MLB/Baseball 2023
World Cup 2022
Tech Support
Computer Build, Upgrade & Buying Resource Thread
TL Community
Recent Gifted Posts
Blogs
Why I built Repalyzer (1.1.…
BlueStar
Innovate or Game Over?
TrAiDoS
ShieldBattery on Mac
Kraekkling
[ASL22] Ro4 Day1 Ticket Giv…
bITt.mAN
Can Bots Beat Pros?? Starcr…
namkraft
Customize Sidebar...

Website Feedback

Closed Threads



Active: 10345 users

AlphaStar reaches GM in all three races

Forum Index > SC2 General
120 CommentsPost a Reply
1 2 3 4 5 6 7 Next All
MyLovelyLurker
Profile Joined April 2007
France756 Posts
October 30 2019 19:57 GMT
#1
Nature paper : storage.googleapis.com

Explainer video : www.youtube.com

Blog post : deepmind.com
(featuring coments from Mana, TLO, and Kelazhur)

Furthermore - Oriol, the tech lead of AlphaStar at DeepMind, is coming to give a tech talk at Imperial College in London (open to all, free registration www.eventbrite.co.uk), where I research reinforcement learning. If you have any questions about the inner workings or the future of AlphaStar, please post them in this thread and we will try to accomodate them during the Q&A session.

Thanks all
Facebook Twitter Reddit
"I just say, it doesn't matter win or lose, I just love Starcraft 2, I love this game, I love this stage, just play like in practice" - TIME/Oliveira
Killmo
Profile Joined October 2011
China82 Posts
October 30 2019 20:44 GMT
#2
This thing is so exciting to me. I view it as, effectively, the fourth generation of machine learning. Obviously generations within machine learning is very subjective. This is the fourth time that a world class AI is going to do battle with the best in the world at a game. This same concept beat the best humans at chess, then Jeopardy!, then Go is making its way up to the big leagues against the best in the world at StarCraft II. Obviously it still has some work to do, but making grandmaster as all of the races is a significant step.

I can't wait for the moment in the future when it squares off against whoever is the best in the world at that time. My money is on AlphaStar.
AxiomBlurr
Profile Blog Joined November 2012
786 Posts
October 30 2019 20:55 GMT
#3
Can someone please tell me what parameters are set for Alpha Star? APM, reaction time to incidents etc...
Jathin
Profile Blog Joined February 2005
United States3505 Posts
Last Edited: 2019-10-30 21:06:22
October 30 2019 21:06 GMT
#4
--- Nuked ---
MockHamill
Profile Joined March 2010
Sweden1798 Posts
Last Edited: 2019-10-30 21:16:04
October 30 2019 21:15 GMT
#5
I have a high IQ but can not escape diamond.
AlphaStar has less intelligence than a dog but is GM.

Conclusion:
I must balance whine harder. Blizzard is clearly at fault.
Duckman
Profile Joined August 2009
United States158 Posts
October 30 2019 21:32 GMT
#6
I'm really interested in what the unique strategies AlphaStar employs are--anyone have any info?
Big-t
Profile Joined January 2011
Austria1351 Posts
October 30 2019 21:41 GMT
#7
Nice, can Alpha Star play at WCS tournaments?^^
monchi | IdrA | Flash
loppy2345
Profile Joined August 2015
39 Posts
October 30 2019 21:45 GMT
#8
So when's Alphastar going to play Serral?
I feel like they need 3 series of bo5, one for each race!
Slydie
Profile Joined August 2013
2022 Posts
Last Edited: 2019-10-30 21:46:16
October 30 2019 21:45 GMT
#9
On October 31 2019 06:32 Duckman wrote:
I'm really interested in what the unique strategies AlphaStar employs are--anyone have any info?


From what I saw earlier, not too much, but there were speed banshees and an insane roach/ravager 3base push.

It is not easy to compete with perfect macro+decent micro and decisionmaking.

There were some holes like walling off, countering air armies and transitioning to the lategame which can be exploited by players who know what they are up against.
Buff the siegetank
fLyiNgDroNe
Profile Joined September 2005
Belgium4148 Posts
October 30 2019 21:46 GMT
#10
On October 31 2019 06:41 Big-t wrote:
Nice, can Alpha Star play at WCS tournaments?^^


they need to be at least 16 to be allowed to participate. Baby AS is not yet eligible.
Drone is a way of living
PurE)Rabbit-SF
Profile Blog Joined December 2006
United States758 Posts
October 30 2019 21:47 GMT
#11
So... uh.... .how much data have alpha star skewed the balance team's data point ? Is any of the recent zerg op issue was partly caused by Alpha star's terran and protoss is way stronger than normal human at the same level ?
别问,问就是查无此人。
TL+ Member
Superouman
Profile Blog Joined August 2007
France2195 Posts
October 30 2019 21:48 GMT
#12
On October 31 2019 06:45 loppy2345 wrote:
So when's Alphastar going to play Serral?
I feel like they need 3 series of bo5, one for each race!

This is some Euro ZvZ I'd love to see.
Search "[SO]" on B.net to find all my maps ||| Cloud Kingdom / Turbo Cruise '84 / Bone Temple / Eternal Empire / Zen / Purity and Industry / Golden Wall / Fortitude / Beckett Industries / Waterfall
watchlulu
Profile Joined February 2013
Germany475 Posts
October 30 2019 21:56 GMT
#13
I know that alphastar played Serral in TvZ, Serral won.
Its casted somewhere on Basetrades Youtube
Have a nice day!
loppy2345
Profile Joined August 2015
39 Posts
October 30 2019 21:59 GMT
#14
Deepmind must be burning through cash on this Starcraft project. Their losses were $570 mil in 2018, and $370 mil in 2017. I feel they could well run out of money very soon, unless they manage to find a commercial use for this type of research.
TheDougler
Profile Joined April 2010
Canada8324 Posts
Last Edited: 2019-10-30 22:27:05
October 30 2019 22:06 GMT
#15
On October 31 2019 06:06 Jathin wrote:
I found the footnotes to figure 2 really funny:

B: MMR rating of AlphaStar Final per race (from top to bottom: Protoss, Terran, Zerg) versus opponents encountered on Battle.net (from left to right: all races combined, Protoss, Terran, Zerg). Note that per-race data is limited; AlphaStar won all Protoss versus Terran games.

Now you're gonna see a post on Blizzard forums "PROOF ONCE AND FOR ALL!!!"


If I'm understanding that correctly, for some reason there's only 4 PvT games of alphastar final vs players on battlenet in their sample. Which is an extremely low number for a quantitative paper so I may be misunderstanding that.

Edit: Though... It is very interesting that it won 25/30 games vs players as protoss, and only 18/30 for each of Terran and Zerg.

Edit: Yes, it actually didn't play that many games versus humans. So we REALLY can't read that much into it. Like, it also won four games of TvP (out of eight) and four games of TvZ (out of seven). Which just goes to show that we really don't know what it's PvT numbers would have looked like if there had been more of them. With that said however, the 25/30 as protoss overall definitely says something I think.

For the supervised and midpoint evaluation, each agent began with a fresh, unranked account. Their MMR was updated on Battle.net as for humans. The supervised and midpoint evaluation played 30 and 60 games respectively. The midpoint evaluation was halted while still increasing because the anonymity constraint was compromised after 50 games.


Edit: Also confirming the above. The numbers given there (25/30 as Protoss, 18/30 as Terran, 18/30 as Zerg) match the replays they attached. Those are numbers for the final version of their agent.

18/30 as Terran, 18/30 as Zerg? I would hardly call that "mastering" the game. Though given the calibre of players those final matches were against, it's still impressive.
I root for Euro Zergs, NA Protoss* and Korean Terrans. (Any North American who has beat a Korean Pro as Protoss counts as NA Toss)
heqat
Profile Joined October 2011
Switzerland96 Posts
October 30 2019 22:17 GMT
#16
Do wa have any idea of the MMR of AlphaStar ? I'm a bit surprised they're saying that they mastered SC2 with so few published data.
TheDougler
Profile Joined April 2010
Canada8324 Posts
Last Edited: 2019-10-30 22:27:52
October 30 2019 22:23 GMT
#17
On October 31 2019 07:17 heqat wrote:
Do wa have any idea of the MMR of AlphaStar ? I'm a bit surprised they're saying that they mastered SC2 with so few published data.


6000 MMR, but it appears to be from a VERY limited sample size in terms of actual players they faced with the final version (see my above post). And Alphastar's numbers as Terran and Zerg are not really that impressive. (Winning only 18/30 games as each).
I root for Euro Zergs, NA Protoss* and Korean Terrans. (Any North American who has beat a Korean Pro as Protoss counts as NA Toss)
nachtkap
Profile Joined February 2011
Germany197 Posts
October 30 2019 22:49 GMT
#18
What does AlphaStar get "tricked" by the most often?
BisuDagger
Profile Blog Joined October 2009
Bisutopia19399 Posts
October 30 2019 22:55 GMT
#19
I wish they would add AlphaStar as an AI option. I'd love to 1v1 and try to out think my opponent knowing my mechanics are below its level.
ModeratorFormer Afreeca Starleague Caster: http://afreeca.tv/ASL2ENG2
Arrivest
Profile Joined October 2019
1 Post
Last Edited: 2019-10-30 23:17:25
October 30 2019 23:15 GMT
#20
Hi MyLovelyLurker, I'd like to know:

1. When selecting multiple units, human players need to drag a box, which limits how they can micro, for instance in things like splitting marines against banelings. To be fair, could you make AlphaStar drag boxes too in the future?

2. When a dropship shows on minimap, there's a ~1/4 chance a best human player won't notice it. Is this implemented in AlphaStar?

3. When a cloaked unit moves across the screen, there's a ~2/3 chance a best human player won't notice it. Is this implemented in AlphaStar?

4. When clicking on something small, there's a ~5% chance a best human player will misclick, I guess this is already implemented?

5. Will you emulate a virtual mouse in the future, so that we can watch AlphaStar's first person view in the ultimate AlphaStar vs Serral match, which is bound to happen sooner or later?

Thanks!
1 2 3 4 5 6 7 Next All
Please log in or register to reply.
Live Events Refresh
Next event in 15h 29m
[ Submit Event ]
Live Streams
Refresh
StarCraft 2
mouzHeroMarine 163
BRAT_OK 51
EmSc Tv 19
MindelVK 16
StarCraft: Brood War
Britney 16451
Calm 2177
Shuttle 799
Mini 413
Dewaltoss 146
ggaemo 64
sorry 22
Shine 18
Dota 2
qojqva3171
PGG 125
LuMiX1
Counter-Strike
apEX1464
gobbtv520
zeus132
Super Smash Bros
hungrybox183
Heroes of the Storm
Liquid`Hasu337
Other Games
tarik_tv5803
Grubby2845
FrodaN1069
Fuzer 194
C9.Mang0191
PiGStarcraft170
ArmadaUGS151
mouzStarbuck140
edward80
NeuroSwarm68
KnowMe47
Railgan29
JuggernautJason17
ZombieGrub15
Chillindude10
Organizations
Other Games
BasetradeTV150
Counter-Strike
PGL143
StarCraft 2
EmSc Tv 19
EmSc2Tv 19
[ Show 19 non-featured ]
StarCraft 2
• StrangeGG 68
• Adnapsc2 11
• AfreecaTV YouTube
• intothetv
• Kozan
• IndyKCrew
• Laughngamez YouTube
• Migwel
StarCraft: Brood War
• Azhi_Dahaki14
• Michael_bg 7
• BSLYoutube
• STPLYoutube
• ZZZeroYoutube
Dota 2
• WagamamaTV601
League of Legends
• Nemesis2655
• Jankos1558
• TFBlade892
Other Games
• imaqtpie749
• Shiphtur449
Upcoming Events
IntoTheTV X SOOP
15h 29m
Reynor vs Solar
ByuN vs SHIN
Clem vs MaxPax
herO vs Rogue
IPSL
21h 29m
WorsT vs nOmaD
Dewalt vs andersOn
AI Arena Tournament
23h 29m
IntoTheTV X SOOP
1d 15h
IPSL
1d 21h
Azhi_Dahaki vs ggnore13
Double vs WIZARD
Replay Cast
2 days
Replay Cast
3 days
Sparkling Tuna Cup
3 days
WardiTV Invitational
3 days
YoungYakov vs Lambo
SHIN vs TBD
Percival vs Shameless
Solar vs TBD
PiGosaur Cup
4 days
[ Show More ]
The PondCast
5 days
KCM Race Survival
5 days
WardiTV Invitational
5 days
Liquipedia Results

Completed

Proleague 2026-11-05
Blizzard Classic Cup 2026
HCC Season 3

Ongoing

Acropolis #5
KCM Race Survival 2026 Season 4
International ShieldBattery League
BSL Season 23
IPSL Winter 2026-27
Calamity Cup Div. A Season 8
IEM Beijing 2026
PGL Masters Bucharest 2026
Stake Ranked Episode 5
1win Private Club #2
Thunderpick World Champ. '26
ESL Pro League Season 24
Stake Ranked Episode 4
1win Private Club #1
Logitech G Play Connect 2026
SL StarSeries Fall 2026
FISSURE Playground #3
BLAST Open Fall 2026

Upcoming

Sector 951
SC4ALL II: Brood War
BSL 23: Non-Korean Championship
HSC XXX
Stellar Fest 2: Lunar Cup
SC4ALL II: StarCraft II
Kung Fu Cup 2026 Grand Finals
RSL Offline Finals
Underdog Cup 2026 Div 2-3
PGL Bucharest 2027
BLAST Bounty Winter 2027
eXTREMESLAND 2026
PGL Major Singapore 2026
Stake Ranked Episode 6
BLAST Rivals Fall 2026
TLPD

1. ByuN
2. TY
3. Dark
4. Solar
5. Stats
6. Nerchio
7. sOs
8. soO
9. INnoVation
10. Elazer
1. Rain
2. Flash
3. EffOrt
4. Last
5. Bisu
6. Soulkey
7. Mini
8. Sharp
Sidebar Settings...

Advertising | Privacy Policy | Terms Of Use | Contact Us

Original banner artwork: Jim Warren
The contents of this webpage are copyright © 2026 TLnet. All Rights Reserved.