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Proceedings of the Fourth International Conference on Artificial Intelligence Planning Systems

Sponsored by the Association for the Advancement of Artificial Intelligence

Edited by Reid Simmons, Manuela Veloso, and Stephen Smith

June 7–10, Pittsburgh, Pennsylvania. Published by The AAAI Press, Menlo Park, California. >This proceedings is available in book format.

Please Note: Abstracts are linked to individual titles, and will appear in a separate browser window. Full-text versions of the papers are linked to the abstract text. Access to full text may be restricted to AAAI members. PDF file sizes may be large!


Contents

Applications

AIPS Organization / viii

Preface / ix

Flexible and Scalable Query Planning in Distributed and Heterogeneous Environments / 3
José Luis Ambite and Craig A. Knoblock

AsbruView: Visualization of Time-Oriented, Skeletal Plans / 11
Silvia Miksch, Robert Kosara, Yuval Shahar, and Peter Johnson

Multi-Agent Coalition Formation in Power Transmission Planning: A Bilateral Shapley Value Approach / 19
Javier Contreras, Matthias Klusch, and Jerome Yen

Generation of Multiple Qualitatively Different Plan Options / 27
Austin Tate, Jeff Dalton, and John Levine

Classical Algorithms

Strong Planning in Non-Deterministic Domains Via Model Checking / 36
Alessandro Cimatti, Marco Roveri, and Paolo Traverso

Conditional Effects in Graphplan / 44
Corin R. Anderson, David E. Smith, and Daniel S. Weld

Making Forward Chaining Relevant / 54
Fahiem Bacchus and Yee Whye Teh

Solving Complex Planning Tasks Through Extraction of Subproblems / 62
Jana Koehler

Leap Before You Look: Information Gathering in the PUCCINI Planner / 70
Keith Golden

A Complete Bidirectional Planner / 78
Eugene Fink and Jim Blythe

Decision-Theoretic Planning

MAXPLAN: A New Approach to Probabilistic Planning / 86
Stephen M. Majercik and Michael L. Littman

Search Control of Plan Generation in Decision-Theoretic Planners / 94
Richard Goodwin and Reid Simmons

Solving Stochastic Planning Problems with Large State and Action Spaces / 102
Thomas Dean, Robert Givan, and Kee-Eung Kim

A Modular Structured Approach to Conditional Decision-Theoretic Planning / 111
Liem Ngo, Peter Haddawy, and Hien Nguyen

Planning and Learning

Planning, Execution and Learning in a Robotic Agent / 120
Karen Zita Haigh and Manuela M. Veloso

How to Solve It Automatically: Selection Among Problem Solving Methods / 128
Eugene Fink

Genetic Programming of Control Knowledge for Planning / 137
Ricardo Aler, Daniel Borrajo, and Pedro Isasi

Robotics and Agents

Solving Robot Navigation Problems with Initial Pose Uncertainty Using Real-Time Heuristic Search / 145
Sven Koenig and Reid G. Simmons

A Multiagent Planning Architecture / 154
David E. Wilkins and Karen L. Myers

Causal Models of Mobile Service Robot Behavior / 163
Michael Beetz and Henrik Grosskreutz

Rationale-Based Monitoring for Planning in Dynamic Environments / 171
Manuela M. Veloso, Martha E. Pollack, and Michael Cox

Satplan + Logic

The Role of Domain-Specific Knowledge in the Planning as Satisfiability Framework / 181
Henry Kautz and Bart Selman

Encoding HTN Planning in Propositional Logic / 190
Amol D. Mali and Subbarao Kambhampati

The "Limit" Domain / 199
Erica Melis

Scheduling

Randomization in Backtrack Search: Exploiting Heavy-Tailed Profiles for Solving Hard Scheduling Problems / 208
Carla P. Gomes, Bart Selman, Ken McAloon, and Carol Tretkoff

Profile Based Algorithms to Solve Multiple Capacitated Metric Scheduling Problems / 214
Amedeo Cesta, Angelo Oddi, and Stephen F. Smith

A Conditional Scheduling Approach to Designing Real-Time Systems / 224
Lloyd Greenwald and Thomas Dean

Index

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