Reinforcement Learning Tutor Better Supported Lower Performers in a Math Task

no code implementations • 11 Apr 2023 • Sherry Ruan, Allen Nie, William Steenbergen, Jiayu He, JQ Zhang, Meng Guo, Yao Liu, Kyle Dang Nguyen, Catherine Y Wang, Rui Ying, James A Landay, Emma Brunskill

Resource limitations make it hard to provide all students with one of the most effective educational interventions: personalized instruction.

Explainable artificial intelligence Math +1

Data-Efficient Pipeline for Offline Reinforcement Learning with Limited Data

no code implementations • 16 Oct 2022 • Allen Nie, Yannis Flet-Berliac, Deon R. Jordan, William Steenbergen, Emma Brunskill

Inspired by statistical model selection methods for supervised learning, we introduce a task- and method-agnostic pipeline for automatically training, comparing, selecting, and deploying the best policy when the provided dataset is limited in size.

Model Selection Offline RL +2