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Literature shows surveys discussing subjects related to in silico experiments. However, they either focus on provenance collection and applications, thus treating collaboration as just another possible application, or focus on Workflow Management Systems, only listing collaboration as a possible challenge. This article surveys available tools and approaches that aim at aiding scientists to conduct collaborative in silico experiments. Particularly, we focus on challenges related to the provenance of these collaborative experiments. We devise a taxonomy with the aspects of collaboration in scientific research and discuss each of these aspects. 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