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ATAL
2004
Springer
15 years 5 months ago
A Planner-Independent Collaborative Planning Assistant
This article introduces a novel approach to the problem of collaborative planning. We present a method that takes classical one-shot planning techniques - that take a fixed set of...
Hyeok-Soo Kim, Jonathan Gratch
ROBOCUP
2005
Springer
119views Robotics» more  ROBOCUP 2005»
15 years 5 months ago
Flexible Coordination of Multiagent Team Behavior Using HTN Planning
The domain of robotic soccer is known as a highly dynamic and non-deterministic environment for multiagent research. We introduce an approach using Hierarchical Task Network planni...
Oliver Obst, Joschka Boedecker
ILP
2000
Springer
15 years 3 months ago
Using ILP to Improve Planning in Hierarchical Reinforcement Learning
Hierarchical reinforcement learning has been proposed as a solution to the problem of scaling up reinforcement learning. The RLTOPs Hierarchical Reinforcement Learning System is an...
Mark D. Reid, Malcolm R. K. Ryan
AGENTS
2001
Springer
15 years 4 months ago
Using background knowledge to speed reinforcement learning in physical agents
This paper describes Icarus, an agent architecture that embeds a hierarchical reinforcement learning algorithm within a language for specifying agent behavior. An Icarus program e...
Daniel G. Shapiro, Pat Langley, Ross D. Shachter
AAAI
1990
15 years 26 days ago
A Hierarchical Planner that Generates Its Own Hierarchies
PABLO' is a nonlinear planner that reasons hially by generating abstract predicates. PABLO's abstract search spaces are generated automatically using predicate relaxatio...
Jens Christensen