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. 2023 Nov 29;14:7861. doi: 10.1038/s41467-023-43597-1

Table 1.

Performance evaluation of ablation studies on ZeroBind

Metric Model Transductive test Semi-inductive test Inductive test
AUROC ZeroBindMAML- 0.8632 ± 0.0071 0.7835 ± 0.0063 0.6153 ± 0.0031
ZeroBindSIB- 0.8556 ± 0.0056 0.8018 ± 0.0121 0.7122 ± 0.0042
ZeroBindattention- 0.9057 ± 0.0078 0.8352 ± 0.0020 0.7585 ± 0.0026
ZeroBindsampling- 0.9066 ± 0.0018 0.8280 ± 0.0031 0.7852 ± 0.0043
ZeroBindGIN 0.9412 ± 0.0050 0.8652 ± 0.0046 0.8025 ± 0.0027
ZeroBindrandom 0.8865 ± 0.0017 0.8254 ± 0.0082 0.7562 ± 0.0031
ZeroBind 0.9521 ± 0.0038 0.8681 ± 0.0065 0.8139 ± 0.0045
AUPRC ZeroBindMAML- 0.9540 ± 0.0044 0.9115±0.0010 0.8547 ± 0.0027
ZeroBindSIB- 0.9385 ± 0.0117 0.9375 ± 0.0028 0.9242 ± 0.0058
ZeroBindattention- 0.9789 ± 0.0050 0.9742 ± 0.0065 0.9408 ± 0.0061
ZeroBindsampling- 0.9782 ± 0.0027 0.9645 ± 0.0063 0.9655 ± 0.0057
ZeroBindGIN 0.9831 ± 0.0043 0.9850 ± 0.0058 0.9817 ± 0.0062
ZeroBindrandom 0.9635 ± 0.0056 0.9375 ± 0.0151 0.9288 ± 0.0071
ZeroBind 0.9896 ± 0.0013 0.9880 ± 0.0062 0.9872 ± 0.0020

The average is reported after performing each experiment five times, along with the standard deviation. The bold face indicates the method is the best across the compared methods.