most citedFirst Order Decision Diagrams for Relational MDPs

25 citations · 39 across the 2 of their papers we have counts for

collaborators

2 papers

cs.AI2012★ 14 cited

Policy Iteration for Relational MDPs

Chenggang Wang, Roni Khardon

Relational Markov Decision Processes are a useful abstraction for complex reinforcement learning problems and stochastic planning problems. Recent work developed representation sch…

cs.AI2011★ 25 cited

First Order Decision Diagrams for Relational MDPs

Chenggang Wang, Saket Joshi, Roni Khardon

Markov decision processes capture sequential decision making under uncertainty, where an agent must choose actions so as to optimize long term reward. The paper studies efficient r…