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RIM: ReliableInfluence-basedActiveLearning onGraphs

Neural Information Processing Systems

However, the labeling process can be tedious, costly, and error-prone in practice. In this paper, we propose to unify active learning (AL) and message passing towards minimizing labeling costs, e.g.,making useoffewandunreliable labels thatcan beobtainedcheaply.