Depends on the noise. White noise would broaden the distribution of time making the attack harder. A more interesting noise distribution could really obfuscate

Depends on the noise. White noise would broaden the distribution of time making the attack harder. A more interesting noise distribution could really obfuscate things by introducing multiple arrival time peaks. A temporally varying multipeak distribution would make life really hard.