Sciweavers

AIPS
2011
13 years 3 months ago
Sample-Based Planning for Continuous Action Markov Decision Processes
In this paper, we present a new algorithm that integrates recent advances in solving continuous bandit problems with sample-based rollout methods for planning in Markov Decision P...
Christopher R. Mansley, Ari Weinstein, Michael L. ...
AIPS
2011
13 years 3 months ago
Visual Programming of Plan Dynamics Using Constraints and Landmarks
In recent years, there has been considerable interest in the use of planning techniques in new media and computer games. Many traditional planning notions no longer apply in the c...
Julie Porteous, Jonathan Teutenberg, David Pizzi, ...
AIPS
2011
13 years 3 months ago
Effective Heuristics and Belief Tracking for Planning with Incomplete Information
Conformant planning can be formulated as a path-finding problem in belief space where the two main challenges are the heuristics to guide the search, and the representation and u...
Alexandre Albore, Miquel Ramírez, Hector Ge...
AIPS
2011
13 years 3 months ago
Planning to Perceive: Exploiting Mobility for Robust Object Detection
Consider the task of a mobile robot autonomously navigating through an environment while detecting and mapping objects of interest using a noisy object detector. The robot must re...
Javier Vélez, Garrett Hemann, Albert S. Hua...