Engineering Notes
Thoughts and Ideas on AI by Muthukrishnan
Tag: Game Theory
Mechanism Design Teaching Agents to Cooperate Through Incentives
How to design rules that make self-interested agents collectively produce desirable outcomes, with applications to LLM-based multi-agent systemsOpponent Modeling and Theory of Mind in Multi-Agent Systems
How agents reason about other agents' beliefs, goals, and strategies, from k-level thinking to neural Theory of Mind and LLM-based recursive reasoningMean Field Games and Mean Field Reinforcement Learning for Massive Agent Populations
How mean field theory lets you solve game-theoretic problems with millions of agents by replacing individual interactions with a statistical summary of the crowdCounterfactual Regret Minimization for Solving Imperfect Information Games
How CFR and its variants taught AI to master poker and navigate the fog of war in multi-agent decision makingMinimax and Adversarial Search for Decision-Making in Competitive Environments
Master the minimax algorithm and adversarial search - the foundation of game-playing AI agents and competitive decision-making systems.Understanding Multi-Agent Behavior with Game Theory and Nash Equilibrium
## Concept Introduction **Game Theory** is the mathematical study of strategic decision-making among rational, self-in...