Sklearn's MultiOutputClassifier Does Sometimes Output No Classes in a Multi-label Multi-class Classification Task

Question

When using Sklearn\'s MultiOutputClassifier with any model, e.g. XGBClassifier, KNN, etc., for some samples the binarized output comes out as all zeros meaning that no-labels ge