11/17/2006 Relational Reinforcement Learning longer version link
There are series of papers from this group of people
Martijn van Otterlo has an Excellent survey paper on them
Kurt Driessens has worked on some interesting domains
The question is....????
11/09/2006 Learning Hierarchical Task Networks by Observation  Pat was around
Pat answered and explained questions on the work. I appreciate his participation.
Connection to parsing is interesting.
11/03/2006 Generalizing Plans to New Environments in Relational MDPs
I think this is a very interesting paper, even with weak experimental demonstration
This work contains, feature finding, efficient constraint enumeration and coordinating actions
10/20/2006 Practical Linear Value-Approximation Techniques for First-order MDPs
I found that previous paper is better than this one.
Try this one if you liked the paper
10/13/2006 Martin and Geffner,
10/06/1006 Eyal and Chang, Eyal
09/22/2006 Kearns and Singh
09/15/2006 Zettlemoyer, Pasula and Kaelbling
09/08/1005 ARMS
08/28/2006 Foil