New knot classification benchmark and topology-aware supervision methods yield small specificity gains but confirm that appearance bias remains the dominant failure mode.
Cameron, 10Knots: The comprehensive dataset of knots, kaggle dataset, CC BY-SA 4.0 license, accessed March 28, 2026 (2018)
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Physical Knot Classification Beyond Accuracy: A Benchmark and Diagnostic Study
New knot classification benchmark and topology-aware supervision methods yield small specificity gains but confirm that appearance bias remains the dominant failure mode.