Table 1.
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.