In case readers don't understand why the collateral payments can't be associated only with the inputs and not the outputs, it is because the outputs are blind signed. So if output signing fails, then there is no way for inputs to prove they signed the outputs in order to isolate the adversary(ies) who didn't.
So this is why output signing has to be correlated to inputs. This is what breaks the anonymity in terms of allowing Sybil attacks on master nodes (see my calculation example upthread).
Then apparently we also have the problem that collateral payments can be stolen by Sybil attacking master nodes (and miners/pools if the payments go to them), but still waiting to finish that discussion.