I have a question similar to Reports for two lookup objects that relate to a parent.

I have an two objects (Payable Invoice and Cash Entry) which look up the same child (Transaction).

I'd like to report on them to be able to link Payable Invoices with Cash Entries. How could I do that? Joined reports don't seem to allow Transaction's attributes to be used for joining because they don't belong to both objects.