Few-shot node classification on Coauther CS
97.97AccuracyIMPRESS
Evaluation results
| Method | Links | |
|---|---|---|
| IMPRESSN-way=2-way, K-shot=5-shot2026.04 | 97.97 | |
| IMPRESSN-way=2-way, K-shot=3-shot2026.04 | 97.67 | |
| IMPRESSN-way=5-way, K-shot=5-shot2026.04 | 94.23 | |
| NaQN-way=2-way, K-shot=5-shot2026.04 | 94 | |
| G-MetaN-way=2-way, K-shot=5-shot2026.04 | 93.9 | |
| IMPRESSN-way=5-way, K-shot=3-shot2026.04 | 93.6 | |
| COSMICN-way=2-way, K-shot=5-shot2026.04 | 93.32 | |
| TEGN-way=2-way, K-shot=5-shot2026.04 | 93.02 | |
| Meta-GPSN-way=2-way, K-shot=5-shot2026.04 | 92.39 | |
| TEGN-way=2-way, K-shot=3-shot2026.04 | 92.36 | |
| G-MetaN-way=2-way, K-shot=3-shot2026.04 | 92.14 | |
| NaQN-way=2-way, K-shot=3-shot2026.04 | 92.13 | |
| X-FNCN-way=2-way, K-shot=5-shot2026.04 | 92.03 | |
| X-FNCN-way=2-way, K-shot=3-shot2026.04 | 90.95 | |
| TENTN-way=2-way, K-shot=5-shot2026.04 | 90.9 | |
| TLPN-way=2-way, K-shot=5-shot2026.04 | 90.9 | |
| TLPN-way=2-way, K-shot=3-shot2026.04 | 90.35 | |
| Meta-GPSN-way=2-way, K-shot=3-shot2026.04 | 90.16 | |
| VNTN-way=2-way, K-shot=5-shot2026.04 | 89.95 | |
| TaskNSN-way=2-way, K-shot=5-shot2026.04 | 89.62 | |
| NaQN-way=5-way, K-shot=5-shot2026.04 | 89.5 | |
| TENTN-way=2-way, K-shot=3-shot2026.04 | 89.35 | |
| COSMICN-way=2-way, K-shot=3-shot2026.04 | 89.35 | |
| GPNN-way=2-way, K-shot=5-shot2026.04 | 88.7 | |
| Meta-GNNN-way=2-way, K-shot=5-shot2026.04 | 87.86 | |
| NaQN-way=5-way, K-shot=3-shot2026.04 | 86.3 | |
| VNTN-way=2-way, K-shot=3-shot2026.04 | 86.12 | |
| TaskNSN-way=2-way, K-shot=3-shot2026.04 | 86.11 | |
| Meta-GNNN-way=2-way, K-shot=3-shot2026.04 | 85.76 | |
| GPNN-way=2-way, K-shot=3-shot2026.04 | 85.6 | |
| COSMICN-way=5-way, K-shot=5-shot2026.04 | 85.47 | |
| TEGN-way=5-way, K-shot=5-shot2026.04 | 84.7 | |
| X-FNCN-way=5-way, K-shot=5-shot2026.04 | 84.36 | |
| Meta-GPSN-way=5-way, K-shot=5-shot2026.04 | 83.66 | |
| X-FNCN-way=5-way, K-shot=3-shot2026.04 | 82.93 | |
| VNTN-way=5-way, K-shot=5-shot2026.04 | 82.92 | |
| TLPN-way=5-way, K-shot=3-shot2026.04 | 82.3 | |
| GPNN-way=5-way, K-shot=5-shot2026.04 | 81.79 | |
| Meta-GPSN-way=5-way, K-shot=3-shot2026.04 | 81.39 | |
| TEGN-way=5-way, K-shot=3-shot2026.04 | 80.78 | |
| VNTN-way=5-way, K-shot=3-shot2026.04 | 80.16 | |
| SGCN-way=2-way, K-shot=5-shot2026.04 | 79.63 | |
| TENTN-way=5-way, K-shot=5-shot2026.04 | 78.56 | |
| TLPN-way=5-way, K-shot=5-shot2026.04 | 78.56 | |
| TENTN-way=5-way, K-shot=3-shot2026.04 | 78.38 | |
| COSMICN-way=5-way, K-shot=3-shot2026.04 | 78.38 | |
| GCNN-way=2-way, K-shot=5-shot2026.04 | 77.2 | |
| GPNN-way=5-way, K-shot=3-shot2026.04 | 75.88 | |
| Meta-GNNN-way=5-way, K-shot=3-shot2026.04 | 75.87 | |
| G-MetaN-way=5-way, K-shot=3-shot2026.04 | 75.72 | |
| ProtoNetN-way=2-way, K-shot=5-shot2026.04 | 75.51 | |
| SGCN-way=2-way, K-shot=3-shot2026.04 | 75.49 | |
| G-MetaN-way=5-way, K-shot=5-shot2026.04 | 74.18 | |
| GCNN-way=2-way, K-shot=3-shot2026.04 | 73.52 | |
| TaskNSN-way=5-way, K-shot=5-shot2026.04 | 72.47 | |
| ProtoNetN-way=2-way, K-shot=3-shot2026.04 | 71.18 | |
| Meta-GNNN-way=5-way, K-shot=5-shot2026.04 | 68.59 | |
| TaskNSN-way=5-way, K-shot=3-shot2026.04 | 68.48 | |
| MAMLN-way=2-way, K-shot=5-shot2026.04 | 65.2 | |
| MAMLN-way=2-way, K-shot=3-shot2026.04 | 62.32 | |
| SGCN-way=5-way, K-shot=5-shot2026.04 | 59.25 | |
| SGCN-way=5-way, K-shot=3-shot2026.04 | 56.39 | |
| GCNN-way=5-way, K-shot=5-shot2026.04 | 56.35 | |
| GCNN-way=5-way, K-shot=3-shot2026.04 | 52.19 | |
| ProtoNetN-way=5-way, K-shot=5-shot2026.04 | 51.66 | |
| ProtoNetN-way=5-way, K-shot=3-shot2026.04 | 47.71 | |
| MAMLN-way=5-way, K-shot=5-shot2026.04 | 42.12 | |
| MAMLN-way=5-way, K-shot=3-shot2026.04 | 36.99 |