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» A Logic of Agent Programs
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ATAL
2009
Springer
16 years 1 months ago
Constraint-based dynamic programming for decentralized POMDPs with structured interactions
Decentralized partially observable MDPs (DEC-POMDPs) provide a rich framework for modeling decision making by a team of agents. Despite rapid progress in this area, the limited sc...
Akshat Kumar, Shlomo Zilberstein
ATAL
2008
Springer
15 years 8 months ago
An improved dynamic programming algorithm for coalition structure generation
Forming effective coalitions is a major research challenge in the field of multi-agent systems. Central to this endeavour is the problem of partitioning the set of agents into exh...
Talal Rahwan, Nicholas R. Jennings
TLDI
2009
ACM
140views Formal Methods» more  TLDI 2009»
16 years 3 months ago
Design patterns in separation logic
Object-oriented programs are notable for making use of both rder abstractions and mutable, aliased state. Either feature alone is challenging for formal verification, and the com...
Neelakantan R. Krishnaswami, Jonathan Aldrich, Lar...
IJCAI
2007
15 years 8 months ago
ProbLog: A Probabilistic Prolog and Its Application in Link Discovery
We introduce ProbLog, a probabilistic extension of Prolog. A ProbLog program defines a distribution over logic programs by specifying for each clause the probability that it belo...
Luc De Raedt, Angelika Kimmig, Hannu Toivonen
AAAI
2006
15 years 8 months ago
On the Difficulty of Modular Reinforcement Learning for Real-World Partial Programming
In recent years there has been a great deal of interest in "modular reinforcement learning" (MRL). Typically, problems are decomposed into concurrent subgoals, allowing ...
Sooraj Bhat, Charles Lee Isbell Jr., Michael Matea...