Funding agencies can encourage collaboration by offering grants specifically designed for joint research projects. They can prioritize proposals that demonstrate clear plans for interdisciplinary collaboration and resource sharing. Additionally, funding agencies can host workshops and networking events to connect researchers from different fields.