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In this work, we aim to solve the following multi-class inference problem: for given groups of unlabeled samples, a reliable multi-class classifier is expected to deterministically predict the label of each sample under the condition that only the class proportion information of each group is provided. Actually many modern applications can be abstracted to such a problem, e.g., large-scale images...
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