CICERO: An AI agent that negotiates, persuades, and cooperates with people
#ai #cicero #diplomacy
A team from Meta AI has developed Cicero, an agent that can play the game Diplomacy, in which players have to communicate via chat messages to coordinate and plan into the future.
Paper Title: Human-level play in the game of Diplomacy by combining language models with strategic reasoning
Commented game by human expert: https://www.youtube.com/watch?v=u5192bvUS7k
OUTLINE:
0:00 - Introduction
9:50 - AI in cooperation games
13:50 - Cicero agent overview
25:00 - A controllable dialogue model
36:50 - Dialogue-conditional strategic planning
49:00 - Message filtering
53:45 - Cicero's play against humans
55:15 - More examples & discussion
Homepage: https://ai.facebook.com/research/cicero/
Code: https://github.com/facebookresearch/diplomacy_cicero
Blog: https://ai.facebook.com/blog/cicero-ai-negotiates-persuades-and-cooperates-with-people/
Paper: https://www.science.org/doi/10.1126/science.ade9097
Abstract:
Despite much progress in training AI systems to imitate human language, building agents that use language to communicate intentionally with humans in interactive environments remains a major challenge. We introduce Cicero, the first AI agent to achieve human-level performance in Diplomacy, a strategy game involving both cooperation and competition that emphasizes natural language negotiation and tactical coordination between seven players. Cicero integrates a language model with planning and reinforcement learning algorithms by inferring players' beliefs and intentions from its conversations and generating dialogue in pursuit of its plans. Across 40 games of an anonymous online Diplomacy league, Cicero achieved more than double the average score of the human players and ranked in the top 10% of participants who played more than one game.
Authors: Anton Bakhtin, Noam Brown, Emily Dinan, Gabriele Farina, Colin Flaherty, Daniel Fried, Andrew Goff, Jonathan Gray, Hengyuan Hu, Athul Paul Jacob, Mojtaba Komeili, Karthik Konath, Minae Kwon, Adam Lerer, Mike Lewis, Alexander H. Miller, Sasha Mitts, Adithya Renduchintala, Stephen Roller, Dirk Rowe, Weiyan Shi, Joe Spisak, Alexander Wei, David Wu, Hugh Zhang, Markus Zijlstra
Links:
Homepage: https://ykilcher.com
Merch: https://ykilcher.com/merch
YouTube: https://www.youtube.com/c/yannickilcher
Twitter: https://twitter.com/ykilcher
Discord: https://ykilcher.com/discord
LinkedIn: https://www.linkedin.com/in/ykilcher
If you want to support me, the best thing to do is to share out the content :)
If you want to support me financially (completely optional and voluntary, but a lot of people have asked for this):
SubscribeStar: https://www.subscribestar.com/yannickilcher
Patreon: https://www.patreon.com/yannickilcher
Bitcoin (BTC): bc1q49lsw3q325tr58ygf8sudx2dqfguclvngvy2cq
Ethereum (ETH): 0x7ad3513E3B8f66799f507Aa7874b1B0eBC7F85e2
Litecoin (LTC): LQW2TRyKYetVC8WjFkhpPhtpbDM4Vw7r9m
Monero (XMR): 4ACL8AGrEo5hAir8A9CeVrW8pEauWvnp1WnSDZxW7tziCDLhZAGsgzhRQABDnFy8yuM9fWJDviJPHKRjV4FWt19CJZN9D4n
-
8:02
Colion Noir
16 hours agoWow, $67 Million Spent On Mandatory Gun Buy Backs, Not One Gun Collected
95.5K118 -
1:27:27
Man in America
20 hours ago🔴 LIVE: Diddy & the Hip Hop Cabal—Sodomy, Satan & Selling Souls EXPOSED
127K262 -
14:53
Winston Marshall
4 days agoTrump Just Said THIS On X...It Will Surprise You!
124K82 -
38:37
Patriots With Grit
17 hours agoRestoring Our Republic: Taking Back Our Border | Kim Yeater, Eddie Cornell & Scotty Saks
92.6K19 -
51:54
TheTapeLibrary
1 day ago $5.56 earnedDisturbing Haunting of a Witches' Prison | The True Story of The Cage
78.8K17 -
0:30
steveinman
1 day agoBrotherly Love
115K8 -
2:58:53
Jewels Jones Live ®
1 day agoVIOLENT RHETORIC | A Political Rendezvous - Ep. 92
122K61 -
1:13:17
Exploring With Nug
1 day ago $8.64 earnedMissing Person's Remains Found In Virginia Well
111K42 -
2:00:56
Tate Speech by Andrew Tate
23 hours agoEMERGENCY MEETING EPISODE 76 - GYAL DEM
386K604 -
23:06
MYLUNCHBREAK CHANNEL PAGE
1 day agoThe Old World is in The Catacombs? - Part 3
95.6K58