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DEVCOM Army Research Laboratory
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Naive importance weighting falls apart in deep hierarchical inference systems with sparse feedback, but a variance-reduced EXP4 algorithm can restore stability and near-optimal routing.
SPRINT tackles the overlooked challenge of few-shot class-incremental learning on tabular data, achieving state-of-the-art results by smartly exploiting unlabeled data and cheap storage.
