25 citations · 31 across the 5 of their papers we have counts for
Showing cs.AIShow all
3 papers · 1 filter
cs.AI2014★ 6 cited
Probabilistic Relational Planning with First Order Decision Diagrams
Saket Joshi, Roni Khardon
Dynamic programming algorithms have been successfully applied to propositional stochastic planning problems by using compact representations, in particular algebraic decision diagr…
cs.AI2013
Solving Relational MDPs with Exogenous Events and Additive Rewards
S. Joshi, R. Khardon, P. Tadepalli +2
We formalize a simple but natural subclass of service domains for relational planning problems with object-centered, independent exogenous events and additive rewards capturing, fo…
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…