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112
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IAT
2006
IEEE
15 years 9 months ago
Towards High-Level Programming for Distributed Problem Solving
We present a new approach to distributed problem solving based on high-level program execution. While this technique has proven itself for single-agent systems based on the Golog ...
Ryan F. Kelly, Adrian R. Pearce
121
Voted
ICLP
2004
Springer
15 years 9 months ago
Multi-agent Coordination as Distributed Logic Programming
A novel style of multi-agent system specification and deployment is described, in which familiar methods from computational logic are re-interpreted to a new context. One view of ...
David Robertson
117
Voted
AIPS
2008
15 years 5 months ago
Exact Dynamic Programming for Decentralized POMDPs with Lossless Policy Compression
High dimensionality of belief space in DEC-POMDPs is one of the major causes that makes the optimal joint policy computation intractable. The belief state for a given agent is a p...
Abdeslam Boularias, Brahim Chaib-draa
AAAI
2004
15 years 5 months ago
Branching and Pruning: An Optimal Temporal POCL Planner Based on Constraint Programming
A key feature of modern optimal planners such as Graphplan and Blackbox is their ability to prune large parts of the search space. Previous Partial Order Causal Link (POCL) planne...
Vincent Vidal, Hector Geffner
121
Voted
AAAI
2006
15 years 5 months ago
Focused Real-Time Dynamic Programming for MDPs: Squeezing More Out of a Heuristic
Real-time dynamic programming (RTDP) is a heuristic search algorithm for solving MDPs. We present a modified algorithm called Focused RTDP with several improvements. While RTDP ma...
Trey Smith, Reid G. Simmons