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KNNG-CS slashes selection time by up to 41.2 times while preserving model accuracy, revolutionizing coreset selection for large datasets.
Implementation details can drastically alter the performance of training-free image detectors, with hyperparameters flipping conclusions about their effectiveness.
Switching scoring backends can boost domain-shift AUC by nearly 14 points, overshadowing the impact of pooling methods in training-free anomalous sound detection.
Transductive inference can boost zero-shot audio classification accuracy by up to 9.2 points, revealing the power of leveraging unlabeled data structures.