Evolving social rationality for MAS using "tags"

Endowing agents with “social rationality” [10, 12, 11] can aid overall efficiency in tasks where cooperation is beneficial to system level performance. However it is difficult to maintain this beneficial effect in open and unpredictable systems. Such systems seem to require a “bespoke” design for cooperation in each domain. Recent work in artificial life and biological sciences has identified novel “tag” mechanisms for the spontaneous selforganization of group level adaptations in populations of autonomous agents [2, 3, 13, 16]. We summarize these findings and identify a key application (in MAS) to which these mechanisms may be fruitfully applied. An intriguing aspect of these mechanisms is that (in certain circumstances) there is a negative scaling cost – that is, the more agents in a system the better and more quickly organized they become. Also, since the process is driven by individual (bounded) optimization, agents retain a high degree of autonomy but still evolve b...

• Type: Conference
• Year: 2003
• Where: ATAL
• Authors: David Hales, Bruce Edmonds
• Keywords: ATAL 2003, Group Level Adaptations, Negative Scaling Cost, Specific Cooperation Mechanisms