Research problems in ICT networks often comprise coordination problems of information infrastructures and require state-of-the-art methods of coping with complex system dynamics. Especially, relevant economic network analysis is increasingly challenged to transcend “reductionist economic agendas” and incorporate findings from other disciplines. Recent trends of trying to bridge existing theoretical gaps in disciplinary research approaches by integrating the findings of other scientific disciplines reinforce the role of IS in establishing a sound theory of (social, economic) networks. Based upon efforts towards extending an economic view on networks, in this paper the paradigm of agent-based computational economics is proposed as a possible methodological path towards developing a unified perspective on network research.