If a Lead converts multiple times is it counted multiple times to the Reports?

Yes, the Lead will be counted multiple times to all Reports. Leads can convert off different Campaigns and as a result, we will count them multiple times. On the Converted Leads table, there is a stat to show "Unique Leads".