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ATAL
2008
Springer
15 years 4 months ago
Resource constrained distributed constraint optimization using resource constraint free pseudo-tree
The Distributed Constraint Optimization Problem (DCOP) is a fundamental formalism for multi-agent cooperation. A dedicated framework called Resource Constrained DCOP (RCDCOP) has ...
Toshihiro Matsui, Marius Silaghi, Katsutoshi Hiray...
ATAL
2007
Springer
15 years 8 months ago
Advice taking in multiagent reinforcement learning
This paper proposes the β-WoLF algorithm for multiagent reinforcement learning (MARL) in the stochastic games framework that uses an additional “advice” signal to inform agen...
Michael Rovatsos, Alexandros Belesiotis
126
Voted
ATAL
2009
Springer
15 years 9 months ago
Integrating organizational control into multi-agent learning
Multi-Agent Reinforcement Learning (MARL) algorithms suffer from slow convergence and even divergence, especially in largescale systems. In this work, we develop an organization-b...
Chongjie Zhang, Sherief Abdallah, Victor R. Lesser
137
Voted
ICS
2009
Tsinghua U.
15 years 9 months ago
Dynamic topology aware load balancing algorithms for molecular dynamics applications
Molecular Dynamics applications enhance our understanding of biological phenomena through bio-molecular simulations. Large-scale parallelization of MD simulations is challenging b...
Abhinav Bhatele, Laxmikant V. Kalé, Sameer ...
112
Voted
ATAL
2005
Springer
15 years 8 months ago
Coordinated exploration of unknown labyrinthine environments applied to the pursuit evasion problem
This paper introduces a multi-robot cooperation approach to solve the pursuit evasion problem for mobile robots that have omnidirectional vision sensors in unknown environments. T...
Damien Pellier, Humbert Fiorino