Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Rationality and convergence are two important criterions for multi-agent learning. A novel method called Pareto-Q learning is prompted for cooperative general-sum games, with the Pareto Optimum allowing rationality and social conventions benefiting the convergence. Experiments with the grid game suggest the efficiency of Pareto-Q. Compared with the single-agent Q-learning and Nash agent Q-learning, Pareto-Q learning performs best.
['Meiping Song', 'Guochang Gu', 'Guoyin Zhang']
I am writing a research paper on a idea Pareto-Q learning algorithm for cooperative agents in general-sum games
[{"from": "human", "value": "I am writing a research paper on a idea Pareto-Q learning algorithm for cooperative agents in general-sum games"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Rationality and convergence are two important criterions for multi-agent learning. A novel method called Pareto-Q learning is prompted for cooperative general-sum games, with the Pareto Optimum allowing rationality and social conventions benefiting the convergence. Experiments with the grid game suggest the efficiency of Pareto-Q. Compared with the single-agent Q-learning and Nash agent Q-learning, Pareto-Q learning performs best."}]