Reinforcement learning tutor better supported lower performers in a math task.
Sherry RuanAllen NieWilliam SteenbergenJiayu HeJ. Q. ZhangMeng GuoYao LiuKyle Dang NguyenCatherine Y. WangRui YingJames A. LandayEmma BrunskillPublished in: Mach. Learn. (2024)
Keyphrases
- reinforcement learning
- tutoring system
- model tracing
- intelligent tutors
- intelligent tutoring systems
- function approximation
- state space
- reinforcement learning algorithms
- learning algorithm
- temporal difference
- cognitive tutor
- optimal policy
- student model
- model free
- action selection
- optimal control
- intelligent tutoring
- stochastic approximation
- authoring tool
- supervised learning
- significantly lower
- peer tutoring
- multi agent reinforcement learning
- policy search
- markov decision processes
- statistically significant