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A strong separation between sign rank and $\mathbb{Z}_2$-index reveals new insights into the complexity of binary concept classes.
List replicability bounds reveal that optimal list sizes can be dramatically reduced under specific margin conditions, reshaping our understanding of reproducibility in learning theory.