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Abstract: An interesting alternative to domain-independent planning is to provide example plans to demonstrate how to solve problems in a particular domain and to use that information to learn domainspecific planners. Others have used example plans for case-based planning, but the retrieval and adaptation mechanisms for the inevitably large case libraries raise efficiency issues of concern. (Update)
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17.1%: DISTILL: Towards Learning Domain-Specific Planners by Example - Winner, Veloso (Correct)
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BibTeX entry: (Update)
@misc{ elly-distill,
author = "Elly Winner Elly",
title = "DISTILL: Learning Domain-Specific Planners by Example",
url = "citeseer.ist.psu.edu/765363.html" }
Citations (may not include all citations):388 Inductive logic programming - Muggleton - 1991
288 Planning in a hierarchy of abstraction spaces (context) - Sacerdoti - 1974
225 Learning and executing generalized robot plans (context) - Press, Hart et al. - 1972
102 A validationstructure -based theory of plan modification and.. (context) - Kambhampati, Hendler - 1992
99 Planning and learning by analogical reasoning (context) - Veloso - 1994
90 Learning effective search control knowledge: An explanation-.. (context) - Minton - 1988
67 KIDS: A knowledge-based software development system - Smith - 1991
51 Automatic OBDD-based generation of universal plans in nondet.. - Cimatti, Roveri et al. - 1998
36 The concept and implementation of skeletal plans (context) - Friedland, Iwasaki - 1985
21 Learning action strategies for planning domains - Khardon - 1999
18 Learning by experimentation: The operator refinement method - Carbonell, Gil - 1990
11 Programming by examples (context) - Bauer - 1979
6 The lumberjack algorithm for learning linked decision forest.. - Uther, Veloso - 2000
4 Inductive synthesis of functional programs (context) - Schmid - 2001
1 Programming by demonstration: a machine learning approach (context) - Intelligence, Lau - 2001
1 Universal plans for reactive robots in unpredictable environ.. (context) - dissertation, at et al. - 1987
1 Analyzing plans with conditional effects (context) - Verlag, Veloso - 2002
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Learning to Select Negotiation Strategies in Multi-Agent.. - Crawford, Veloso (2005) (Correct)
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