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» The Agent-Rule-Class framework for Multi-Agent Systems
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ATAL
2008
Springer
13 years 9 months ago
Efficient multi-agent reinforcement learning through automated supervision
Multi-Agent Reinforcement Learning (MARL) algorithms suffer from slow convergence and even divergence, especially in large-scale systems. In this work, we develop a supervision fr...
Chongjie Zhang, Sherief Abdallah, Victor R. Lesser
AAAI
2000
13 years 8 months ago
Non-Deterministic Social Laws
The paper generalizes the notion of a social law, the foundation of the theory of artificial social systems developed for coordinating Multi-Agent Systems. In an artificial social...
Michael H. Coen
AOSE
2007
Springer
14 years 1 months ago
A Goal-Oriented Software Testing Methodology
Abstract. Agent-Oriented Software Engineering (AOSE) methodologies are proposed to develop complex distributed systems based upon the agent paradigm. The natural implementation for...
Duy Cu Nguyen, Anna Perini, Paolo Tonella
ATAL
2007
Springer
14 years 1 months ago
A platform for massive agent-based simulation and its evaluation
There are many studies on ABS and several frameworks for ABS have already been published. However, there are few frameworks that can enable agent-based simulation using large numb...
Gaku Yamamoto, Hideki Tai, Hideyuki Mizuta
ECML
2004
Springer
14 years 26 days ago
Analyzing Multi-agent Reinforcement Learning Using Evolutionary Dynamics
In this paper, we show how the dynamics of Q-learning can be visualized and analyzed from a perspective of Evolutionary Dynamics (ED). More specifically, we show how ED can be use...
Pieter Jan't Hoen, Karl Tuyls