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ATAL
2009
Springer
15 years 5 months ago
Lossless clustering of histories in decentralized POMDPs
Decentralized partially observable Markov decision processes (Dec-POMDPs) constitute a generic and expressive framework for multiagent planning under uncertainty. However, plannin...
Frans A. Oliehoek, Shimon Whiteson, Matthijs T. J....
ICMAS
1998
15 years 13 hour ago
A Market Protocol for Decentralized Task Allocation
We present a decentralized, asynchronous market protocol for allocating and scheduling tasks among agents that contend for scarce resources, constrained by a hierarchical task dep...
William E. Walsh, Michael P. Wellman
ICPPW
2009
IEEE
15 years 5 months ago
Decentralized Load Balancing for Improving Reliability in Heterogeneous Distributed Systems
Abstract—A probabilistic analytical framework for decentralized load balancing (LB) strategies for heterogeneous distributed-computing systems (DCSs) is presented with the overal...
Jorge E. Pezoa, Sagar Dhakal, Majeed M. Hayat
ATAL
2009
Springer
15 years 5 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
IROS
2007
IEEE
132views Robotics» more  IROS 2007»
15 years 5 months ago
Hysteretic q-learning : an algorithm for decentralized reinforcement learning in cooperative multi-agent teams
— Multi-agent systems (MAS) are a field of study of growing interest in a variety of domains such as robotics or distributed controls. The article focuses on decentralized reinf...
Laëtitia Matignon, Guillaume J. Laurent, Nadi...