44 citations · 149 across the 16 of their papers we have counts for
3 papers · 1 filter
Budgeting Counterfactual for Offline RL
Yao Liu, Pratik Chaudhari, Rasool Fakoor
The main challenge of offline reinforcement learning, where data is limited, arises from a sequence of counterfactual reasoning dilemmas within the realm of potential actions: What…
TD Convergence: An Optimization Perspective
Kavosh Asadi, Shoham Sabach, Yao Liu +2
We study the convergence behavior of the celebrated temporal-difference (TD) learning algorithm. By looking at the algorithm through the lens of optimization, we first argue that T…
Reinforcement Learning Tutor Better Supported Lower Performers in a Math Task
Sherry Ruan, Allen Nie, William Steenbergen +9
Resource limitations make it hard to provide all students with one of the most effective educational interventions: personalized instruction. Reinforcement learning could be a key…