Legally, the liability (after the perpetrator, of course) lies with the sponsoring organization that signed up the leader and didn't either check him or her out or didn't adequately supervise the leader.
This is the reason why the PTA has advised it's local chapters not to sponsor Scout units. The National PTA asked National Council to accept that liability and to indemnify the National PTA, and National Council refused.