Several applications in online learning involve sequential sampling/polling of an underlying population. A classical task this space is cardinality estimation, where the goal to estimate size a set by sampling elements from (see, for example, [2,4,7]). The key idea here use 'collisions,' i.e., instances same element sampled more than once, set. Another recent application community exploration, ...