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This study defines the cognitive structure of financial networks research by looking at the terms scholars have used over the last 31 years of research. Applying co-word analysis over a sample of 680 records extracted from Scopus database, the findings reveal that that the literature on financial networks is made up of six thematic clusters, these are: Dynamics of financial networks, Complex banking networks, Risk and contagion in financial networks, Topology and structure of financial networks, Main methodologies and techniques and Post-crisis responses. In addition to laying the groundwork for understanding financial networks through a retrospective view, this study shows how bibliometrics (especially co-words analysis) can contribute to reducing conceptual ambiguity in emerging research fields, such as financial networks research, and open doors for future research.