Contents Preface / ix Jussi Rintanen, Bernhard Nebel, Chris Beck, and Eric Hansen Organizing Committee / xi Program Committee / xiii Papers The Compression Power of Symbolic Pattern Databases / 2 Marcel Ball, Robert C. Holte A Probabilistic Planner for the Combat Power Management Problem / 12 Abder Rezak Benaskeur, Froduald Kabanza, Eric Beaudry, Mathieu Beaudoin Exact Dynamic Programming for Decentralized POMDPs with Lossless Policy Compression / 20 Abdeslam Boularias, Brahim Chaib-draa From One to Many: Planning for Loosely Coupled Multi-Agent Systems / 28 Ronen I. Brafman, Carmel Domshlak Causal Graphs and Structurally Restricted Planning / 36 Hubie Chen, Omer Giménez Additive-Disjunctive Heuristics for Optimal Planning / 44 Andrew Coles, Maria Fox, Derek Long, Amanda Smith A Hybrid Relaxed Planning Graph—LP Heuristic for Numeric Planning Domains / 52 Andrew Coles, Maria Fox, Derek Long, Amanda Smith Learning Relational Decision Trees for Guiding Heuristic Planning / 60 Tomás de la Rosa, Sergio Jiménez, Daniel Borrajo Planning for Modular Printers: Beyond Productivity / 68 Minh B. Do, Wheeler Ruml, Rong Zhou Scheduling Meetings at Trade Events with Complex Preferences / 76 Andreas Ernst, Gaurav Singh, René Weiskircher Generating Robust Schedules Subject to Resource and Duration Uncertainties / 83 Na Fu, Hoong Chuin Lau, Fei Xiao A New Probabilistic Plan Recognition Algorithm Based on String Rewriting / 91 Christopher W. Geib, John Maraist, Robert P. Goldman In Search of the Tractability Boundary of Planning Problems / 99 Omer Giménez, Anders Jonsson v Multi-Objective Evolutionary Algorithms for Scheduling the James Webb Space Telescope / 107 Mark E. Giuliano, Mark D. Johnston A New Hybrid Genetic Algorithm for the Job Shop Scheduling Problem with Setup Times / 116 Miguel A. González, Camino R. Vela, Ramiro Varela A New Local Search for the Job Shop Problem with Uncertain Durations / 124 Inés González-Rodríguez, Camino R. Vela, Jorge Puente, Ramiro Varela A New Approach to Tractable Planning / 132 Patrik Haslum Unifying the Causal Graph and Additive Heuristics / 140 Malte Helmert, Héctor Geffner Rank-Dependent Probability Weighting in Sequential Decision Problems under Uncertainty / 148 Gildas Jeantet, Olivier Spanjaard Stochastic Planning with First Order Decision Diagrams / 156 Saket Joshi, Roni Khardon Planning 3D Task Demonstrations of a Teleoperated Space Robot Arm / 164 Froduald Kabanza, Khaled Belghith, Philipe Bellefeuille, Benjamin Auder, Leo Hartman Optimal Additive Composition of Abstraction-based Admissible Heuristics / 174 Michael Katz, Carmel Domshlak Structural Patterns Heuristics via Fork Decomposition / 182 Michael Katz, Carmel Domshlak Using Classical Planners to Solve Nondeterministic Planning Problems / 190 Ugur Kuter, Dana Nau, Elnatan Reisner, Robert P. Goldman A Temporal Logic-Based Planning and Execution Monitoring System / 198 Jonas Kvarnström, Fredrik Heintz, Patrick Doherty Generative Planning for Hybrid Systems Based on Flow Tubes / 206 Hui X. Li, Brian C. Williams Criticality Metrics for Distributed Plan and Schedule Management / 214 Rajiv T. Maheswaran, Pedro Szekely Angelic Hierarchical Planning: Optimal and Online Algorithms / 222 Bhaskara Marthi, Stuart Russell, Jason Wolfe CircuitTSAT: A Solver for Large Instances of the Disjunctive Temporal Problem / 232 Blaine Nelson, T. K. Satish Kumar Bounded-Parameter Partially Observable Markov Decision Processes / 240 Yaodong Ni, Zhi-Qiang Liu Learning Heuristic Functions through Approximate Linear Programming / 248 Marek Petrik, Shlomo Zilberstein P3C: A New Algorithm for the Simple Temporal Problem / 256 Léon Planken, Mathijs de Weerdt, Roman van der Krogt vi Filtering for a Continuous Multi-Resources cumulative Constraint with Resource Consumption and Production / 264 Emmanuel Poder, Nicolas Beldiceanu Using Constraint Networks on Timelines to Model and Solve Planning and Scheduling Problems / 272 Cédric Pralet, Gérard Verfaillie The Complexity of Optimal Planning and a More Efficient Method for Finding Solutions / 280 Katrina Ray, Matthew L. Ginsberg What Makes Planners Predictable? / 288 Mark Roberts, Adele E. Howe, Brandon Wilson, Marie desJardins A Compact and Efficient SAT Encoding for Planning / 296 Nathan Robinson, Charles Gretton, Duc-Nghia Pham, Abdul Sattar Realizing Multiple Autonomous Agents through Scheduling of Shared Devices / 304 Sebastian Sardina, Giuseppe De Giacomo Effective Information Value Calculation for Interruption Management in Multi-Agent Scheduling / 313 David Sarne, Barbara J. Grosz, Peter Owotoki Fast Dynamic Scheduling of Disjunctive Temporal Constraint Networks through Incremental Compilation / 322 Julie A. Shah, Brian C. Williams Efficient ADD Operations for Point-Based Algorithms / 330 Guy Shani, Pascal Poupart, Ronen I. Brafman, Solomon E. Shimony Multiagent Planning Under Uncertainty with Stochastic Communication Delays / 338 Matthijs T. J. Spaan, Frans A. Oliehoek, Nikos Vlassis HiPPo: Hierarchical POMDPs for Planning Information Processing and Sensing Actions on a Robot / 346 Mohan Sridharan, Jeremy Wyatt, Richard Dearden Faster than Weighted A*: An Optimistic Approach to Bounded Suboptimal Search / 355 Jordan T. Thayer, Wheeler Ruml Linear Relaxation Techniques for Task Management in Uncertain Settings / 363 Pradeep Varakantham, Stephen F. Smith Decentralized Online Scheduling of Combination-Appointments in Hospitals / 372 Ivan Vermeulen, Sander Bohte, Sylvia Elkhuizen, Piet Bakker, Han La Poutré Fast and Memory-Efficient Multi-Agent Pathfinding / 380 Ko-Hsin Cindy Wang, Adi Botea Useless Actions Are Useful / 388 Martin Wehrle, Sebastian Kupferschmid, Andreas Podelski Stochastic Enforced Hill-Climbing / 396 Jia-Hong Wu, Rajesh Kalyanam, Robert Givan vii An Online Learning Method for Improving Over-Subscription Planning / 404 Sungwook Yoon, J. Benton, Subbarao Kambhampati Fast Planning for Dynamic Preferences / 412 Brian D. Ziebart, Anind K. Dey, J. Andrew Bagnell Index / 420 viii