• Log InLog In
  • Register
Liquid`
Team Liquid Liquipedia
EDT 10:40
CEST 16:40
KST 23:40
  • 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
[ASL21] Ro24 Preview Pt2: News Flash8[ASL21] Ro24 Preview Pt1: New Chaos0Team Liquid Map Contest #22 - Presented by Monster Energy16ByuL: The Forgotten Master of ZvT30Behind the Blue - Team Liquid History Book20
Community News
Weekly Cups (March 23-29): herO takes triple6Aligulac acquired by REPLAYMAN.com/Stego Research8Weekly Cups (March 16-22): herO doubles, Cure surprises3Blizzard Classic Cup @ BlizzCon 2026 - $100k prize pool49Weekly Cups (March 9-15): herO, Clem, ByuN win4
StarCraft 2
General
What mix of new & old maps do you want in the next ladder pool? (SC2) Team Liquid Map Contest #22 - Presented by Monster Energy Aligulac acquired by REPLAYMAN.com/Stego Research Weekly Cups (March 23-29): herO takes triple herO wins SC2 All-Star Invitational
Tourneys
RSL Season 4 announced for March-April Sparkling Tuna Cup - Weekly Open Tournament StarCraft Evolution League (SC Evo Biweekly) WardiTV Mondays World University TeamLeague (500$+) | Signups Open
Strategy
Custom Maps
[M] (2) Frigid Storage Publishing has been re-enabled! [Feb 24th 2026]
External Content
Mutation # 519 Inner Power The PondCast: SC2 News & Results Mutation # 518 Radiation Zone Mutation # 517 Distant Threat
Brood War
General
ASL21 General Discussion How can I add timer&apm count ? A cwal.gg Extension - Easily keep track of anyone BGH Auto Balance -> http://bghmmr.eu/ Behind the scenes footage of ASL21 Group E
Tourneys
Escore Tournament StarCraft Season 2 [ASL21] Ro24 Group F [Megathread] Daily Proleagues [ASL21] Ro24 Group E
Strategy
Fighting Spirit mining rates What's the deal with APM & what's its true value Simple Questions, Simple Answers
Other Games
General Games
Stormgate/Frost Giant Megathread Nintendo Switch Thread Starcraft Tabletop Miniature Game General RTS Discussion Thread Darkest Dungeon
Dota 2
The Story of Wings Gaming Official 'what is Dota anymore' discussion
League of Legends
G2 just beat GenG in First stand
Heroes of the Storm
Simple Questions, Simple Answers Heroes of the Storm 2.0
Hearthstone
Deck construction bug Heroes of StarCraft mini-set
TL Mafia
Mafia Game Mode Feedback/Ideas TL Mafia Community Thread Five o'clock TL Mafia
Community
General
US Politics Mega-thread Things Aren’t Peaceful in Palestine Canadian Politics Mega-thread The Games Industry And ATVI European Politico-economics QA Mega-thread
Fan Clubs
The IdrA Fan Club
Media & Entertainment
[Manga] One Piece Movie Discussion! [Req][Books] Good Fantasy/SciFi books
Sports
2024 - 2026 Football Thread Formula 1 Discussion Cricket [SPORT] Tokyo Olympics 2021 Thread General nutrition recommendations
World Cup 2022
Tech Support
[G] How to Block Livestream Ads
TL Community
The Automated Ban List
Blogs
Funny Nicknames
LUCKY_NOOB
Money Laundering In Video Ga…
TrAiDoS
Iranian anarchists: organize…
XenOsky
FS++
Kraekkling
Shocked by a laser…
Spydermine0240
ASL S21 English Commentary…
namkraft
Customize Sidebar...

Website Feedback

Closed Threads



Active: 2060 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
Austria1350 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
1935 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
Belgium4068 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 States684 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 ?
Mostly a troll, bi-polar by design, occasionally brain malfunction. Please forgive me. xD
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
Canada8306 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
Canada8306 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
Bisutopia19320 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 1h 20m
[ Submit Event ]
Live Streams
Refresh
StarCraft 2
LamboSC2 260
Hui .235
ProTech118
trigger 1
StarCraft: Brood War
Britney 34717
Calm 8421
Jaedong 1751
Horang2 1632
Mini 1468
Snow 630
BeSt 552
EffOrt 529
Soma 482
firebathero 463
[ Show more ]
Stork 461
actioN 344
ggaemo 162
hero 157
Soulkey 143
Sharp 84
Sea.KH 74
[sc1f]eonzerg 65
JYJ 62
Leta 61
Hm[arnc] 38
Aegong 34
HiyA 33
Hyun 28
Backho 27
sorry 24
scan(afreeca) 24
soO 16
Sexy 15
Rock 15
GoRush 15
Sacsri 14
Shine 11
IntoTheRainbow 10
Terrorterran 8
yabsab 6
zelot 5
Dota 2
Gorgc6091
420jenkins193
Counter-Strike
zeus746
shoxiejesuss416
markeloff146
edward97
Other Games
B2W.Neo1600
crisheroes293
Livibee270
Fuzer 143
XaKoH 115
QueenE83
ArmadaUGS79
oskar26
KnowMe23
Trikslyr8
Organizations
StarCraft 2
ComeBackTV 375
Blizzard YouTube
StarCraft: Brood War
BSLTrovo
sctven
[ Show 15 non-featured ]
StarCraft 2
• StrangeGG 55
• intothetv
• AfreecaTV YouTube
• Kozan
• IndyKCrew
• LaughNgamezSOOP
• Migwel
• sooper7s
StarCraft: Brood War
• BSLYoutube
• STPLYoutube
• ZZZeroYoutube
Dota 2
• C_a_k_e 2352
League of Legends
• Nemesis4823
• Jankos2596
Other Games
• WagamamaTV248
Upcoming Events
Big Brain Bouts
1h 20m
Bly vs TBD
TriGGeR vs Lambo
Replay Cast
9h 20m
RSL Revival
19h 20m
Maru vs MaxPax
BSL
1d 4h
RSL Revival
1d 16h
Cure vs Rogue
uThermal 2v2 Circuit
1d 23h
BSL
2 days
Afreeca Starleague
2 days
Wardi Open
2 days
Replay Cast
3 days
[ Show More ]
Sparkling Tuna Cup
3 days
The PondCast
5 days
Replay Cast
6 days
Liquipedia Results

Completed

CSL Season 20: Qualifier 1
WardiTV Winter 2026
NationLESS Cup

Ongoing

BSL Season 22
CSL Elite League 2026
ASL Season 21
CSL Season 20: Qualifier 2
Escore Tournament S2: W1
StarCraft2 Community Team League 2026 Spring
RSL Revival: Season 4
Nations Cup 2026
Stake Ranked Episode 1
BLAST Open Spring 2026
ESL Pro League S23 Finals
ESL Pro League S23 Stage 1&2
PGL Cluj-Napoca 2026
IEM Kraków 2026
BLAST Bounty Winter 2026

Upcoming

CSL 2026 SPRING (S20)
Acropolis #4
IPSL Spring 2026
BSL 22 Non-Korean Championship
CSLAN 4
Kung Fu Cup 2026 Grand Finals
HSC XXIX
uThermal 2v2 2026 Main Event
IEM Cologne Major 2026
Stake Ranked Episode 2
CS Asia Championships 2026
Asian Champions League 2026
IEM Atlanta 2026
PGL Astana 2026
BLAST Rivals Spring 2026
CCT Season 3 Global Finals
IEM Rio 2026
PGL Bucharest 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.