Next-Token Prediction and Regret Minimization

1. 1Train a next-token prediction model on a distribution of opponent actions
2. 2Use the model's predictions to approximately best respond to opponent actions
3. 3Analyze the induced online decision-making algorithm for low adversarial regret
4. 4Apply regret minimization techniques to improve the algorithm's performance

AI researchers and engineers working on natural language processing and game theory can benefit from this research to improve decision-making algorithms in complex environments

💡 Next-token prediction models can be used to induce online decision-making algorithms with low adversarial regret

💡 Next-token prediction can minimize regret in adversarial online decision-making