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» Inference and Learning in Planning
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166
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EWCBR
2008
Springer
15 years 3 months ago
Real-Time Plan Adaptation for Case-Based Planning in Real-Time Strategy Games
Abstract. Case-based planning (CBP) is based on reusing past successful plans for solving new problems. CBP is particularly useful in environments where the large amount of time re...
Neha Sugandh, Santiago Ontañón, Ashw...
AAAI
2000
15 years 3 months ago
Modeling Classification and Inference Learning
Human categorization research is dominated by work in classification learning. The field may be in danger of equating the classification learning paradigm with the more general ph...
Bradley C. Love, Arthur B. Markman, Takashi Yamauc...
124
Voted
KR
2004
Springer
15 years 7 months ago
Learning Probabilistic Relational Planning Rules
To learn to behave in highly complex domains, agents must represent and learn compact models of the world dynamics. In this paper, we present an algorithm for learning probabilist...
Hanna Pasula, Luke S. Zettlemoyer, Leslie Pack Kae...
140
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ICTAI
2010
IEEE
14 years 11 months ago
Combining Learning Techniques for Classical Planning: Macro-operators and Entanglements
Planning techniques recorded a significant progress during recent years. However, many planning problems remain still hard even for modern planners. One of the most promising appro...
Lukás Chrpa