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» A OO Framework for Multi-Agent Systems
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ATAL
2008
Springer
14 years 11 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
14 years 11 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
ATAL
2007
Springer
15 years 3 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
15 years 2 months 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
DSRT
2003
IEEE
15 years 2 months ago
Interest Management in Agent-Based Distributed Simulations
Distributed simulation enables participants situated in different geographical locations to share a common virtual world, which is called a Distributed Virtual Environment (DVE). ...
Lihua Wang, Stephen John Turner, Fang Wang