Chapter
AI Bot Beats Humans at Diplomacy
1:49:06 - 1:59:12 (10:06)
A research study showed that an AI bot was able to surpass human players in a zero-sum version of the game of diplomacy, leading experts to reconsider traditional approaches to the game. The bot's unconventional strategies proved to be more effective than those employed by humans.
Clips
Researchers have found that the AI in diplomacy games could be a better model for negotiation and problem solving than humans.
1:49:06 - 1:53:03 (03:57)
Summary
Researchers have found that the AI in diplomacy games could be a better model for negotiation and problem solving than humans. Expert diplomacy players suggest that the AI's approach to the game could be an ideal data set for investigating interactions between language models and humans.
ChapterAI Bot Beats Humans at Diplomacy
Episode#344 – Noam Brown: AI vs Humans in Poker and Games of Strategic Negotiation
PodcastLex Fridman Podcast
Researchers trained a bot for the full seven player version of Diplomacy game using self-play without any human data, resulting in a superhuman AI that reaches a Nash equilibrium where it doesn't need to worry about suboptimal human styles or actions.
1:53:03 - 1:55:34 (02:31)
Summary
Researchers trained a bot for the full seven player version of Diplomacy game using self-play without any human data, resulting in a superhuman AI that reaches a Nash equilibrium where it doesn't need to worry about suboptimal human styles or actions.
ChapterAI Bot Beats Humans at Diplomacy
Episode#344 – Noam Brown: AI vs Humans in Poker and Games of Strategic Negotiation
PodcastLex Fridman Podcast
The game of Diplomacy is unique in the way it mimics diplomatic relations in the real world.
1:55:34 - 1:56:45 (01:10)
Summary
The game of Diplomacy is unique in the way it mimics diplomatic relations in the real world. With a focus on cooperation and deception, the game's difficulty lies in forming alliances and maximizing trust among players while remaining competitive.
ChapterAI Bot Beats Humans at Diplomacy
Episode#344 – Noam Brown: AI vs Humans in Poker and Games of Strategic Negotiation
PodcastLex Fridman Podcast
In this episode, the host discusses how bots in gaming systems learn how to interact with humans while instilling lessons learned from Game of Thrones.
1:56:45 - 1:57:36 (00:50)
Summary
In this episode, the host discusses how bots in gaming systems learn how to interact with humans while instilling lessons learned from Game of Thrones.
ChapterAI Bot Beats Humans at Diplomacy
Episode#344 – Noam Brown: AI vs Humans in Poker and Games of Strategic Negotiation
PodcastLex Fridman Podcast
Leveraging self-play techniques from poker and go, this reinforcement learning model combines human data with self-play algorithms by penalizing the model for making unlikely actions from the human data set.
1:57:36 - 1:59:12 (01:36)
Summary
Leveraging self-play techniques from poker and go, this reinforcement learning model combines human data with self-play algorithms by penalizing the model for making unlikely actions from the human data set.