Chapter

The Game of Trust and Diplomacy
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1:39:35 - 1:49:06 (09:31)

Top diplomacy players say that diplomacy is a game about trust, where players must build trust in an environment designed to discourage trust. Researchers have created a language model that is controllable on a set of "intense" actions, which allows players to plan which action to play and persuade the other player to execute the desired action, making it easier to build trust in the game.

Clips
Successful human diplomacy players know how to take advantage of weaker players and persuade them to do things not in their interest.
1:39:35 - 1:42:31 (02:56)
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Reinforcement Learning
Summary

Successful human diplomacy players know how to take advantage of weaker players and persuade them to do things not in their interest. The language model, which is controllable, is made to play based on human compatibility to succeed in the game, using a self-play and search approach.

Chapter
The Game of Trust and Diplomacy
Episode
#344 – Noam Brown: AI vs Humans in Poker and Games of Strategic Negotiation
Podcast
Lex Fridman Podcast
The use of dialogue models in multiplayer games can help players to plan their actions and send messages according to those plans, leading to better communication and decision making.
1:42:31 - 1:45:41 (03:09)
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Dialogue Models
Summary

The use of dialogue models in multiplayer games can help players to plan their actions and send messages according to those plans, leading to better communication and decision making. However, there are negative expected value actions that should not be sent, and recognizing them is crucial.

Chapter
The Game of Trust and Diplomacy
Episode
#344 – Noam Brown: AI vs Humans in Poker and Games of Strategic Negotiation
Podcast
Lex Fridman Podcast
The game of Diplomacy is often misconstrued as a game of deception and lying, but top diplomacy players believe that it's a game about trust.
1:45:41 - 1:49:06 (03:24)
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AI
Summary

The game of Diplomacy is often misconstrued as a game of deception and lying, but top diplomacy players believe that it's a game about trust. Researchers are exploring how AI models can be used to investigate and understand the fundamental aspects of building and forming trust between humans and AI using Diplomacy as a testing ground.

Chapter
The Game of Trust and Diplomacy
Episode
#344 – Noam Brown: AI vs Humans in Poker and Games of Strategic Negotiation
Podcast
Lex Fridman Podcast