Few-shot node classification on CoraFull
86.63AccuracyIMPRESS
Evaluation results
| Method | Links | |
|---|---|---|
| IMPRESSN-way=5-way, K-shot=5-shot2026.04 | 86.63 | |
| IMPRESSN-way=5-way, K-shot=3-shot2026.04 | 85.49 | |
| NaQN-way=5-way, K-shot=5-shot2026.04 | 79.63 | |
| COSMICN-way=5-way, K-shot=5-shot2026.04 | 77.24 | |
| TEGN-way=5-way, K-shot=5-shot2026.04 | 76.2 | |
| IMPRESSN-way=10-way, K-shot=5-shot2026.04 | 75.53 | |
| NaQN-way=5-way, K-shot=3-shot2026.04 | 75.18 | |
| COSMICN-way=5-way, K-shot=3-shot2026.04 | 73.03 | |
| IMPRESSN-way=10-way, K-shot=3-shot2026.04 | 72.86 | |
| TEGN-way=5-way, K-shot=3-shot2026.04 | 72.14 | |
| TLPN-way=5-way, K-shot=5-shot2026.04 | 71.36 | |
| X-FNCN-way=5-way, K-shot=5-shot2026.04 | 71.26 | |
| TaskNSN-way=5-way, K-shot=5-shot2026.04 | 70.89 | |
| VNTN-way=5-way, K-shot=5-shot2026.04 | 70.16 | |
| COSMICN-way=10-way, K-shot=5-shot2026.04 | 70.06 | |
| X-FNCN-way=5-way, K-shot=3-shot2026.04 | 69.32 | |
| Meta-GPSN-way=5-way, K-shot=5-shot2026.04 | 69.25 | |
| TENTN-way=5-way, K-shot=5-shot2026.04 | 69.24 | |
| TaskNSN-way=5-way, K-shot=3-shot2026.04 | 68.48 | |
| NaQN-way=10-way, K-shot=5-shot2026.04 | 68.35 | |
| TLPN-way=5-way, K-shot=3-shot2026.04 | 66.32 | |
| COSMICN-way=10-way, K-shot=3-shot2026.04 | 65.79 | |
| TEGN-way=10-way, K-shot=5-shot2026.04 | 65.56 | |
| Meta-GPSN-way=5-way, K-shot=3-shot2026.04 | 65.19 | |
| TENTN-way=5-way, K-shot=3-shot2026.04 | 64.8 | |
| Meta-GPSN-way=10-way, K-shot=5-shot2026.04 | 64.22 | |
| NaQN-way=10-way, K-shot=3-shot2026.04 | 63.97 | |
| G-MetaN-way=5-way, K-shot=5-shot2026.04 | 62.43 | |
| Meta-GPSN-way=10-way, K-shot=3-shot2026.04 | 61.23 | |
| TEGN-way=10-way, K-shot=3-shot2026.04 | 61.03 | |
| GPNN-way=5-way, K-shot=5-shot2026.04 | 60.31 | |
| Meta-GNNN-way=5-way, K-shot=5-shot2026.04 | 59.12 | |
| G-MetaN-way=10-way, K-shot=5-shot2026.04 | 58.1 | |
| VNTN-way=10-way, K-shot=5-shot2026.04 | 57.92 | |
| G-MetaN-way=5-way, K-shot=3-shot2026.04 | 57.52 | |
| GPNN-way=10-way, K-shot=5-shot2026.04 | 56.21 | |
| TENTN-way=10-way, K-shot=5-shot2026.04 | 56 | |
| TLPN-way=10-way, K-shot=5-shot2026.04 | 56 | |
| VNTN-way=5-way, K-shot=3-shot2026.04 | 55.19 | |
| TaskNSN-way=10-way, K-shot=5-shot2026.04 | 54.39 | |
| G-MetaN-way=10-way, K-shot=3-shot2026.04 | 53.92 | |
| Meta-GNNN-way=10-way, K-shot=5-shot2026.04 | 53.32 | |
| GPNN-way=5-way, K-shot=3-shot2026.04 | 53.24 | |
| X-FNCN-way=10-way, K-shot=5-shot2026.04 | 53 | |
| Meta-GNNN-way=5-way, K-shot=3-shot2026.04 | 52.23 | |
| TENTN-way=10-way, K-shot=3-shot2026.04 | 51.73 | |
| TLPN-way=10-way, K-shot=3-shot2026.04 | 51.73 | |
| GPNN-way=10-way, K-shot=3-shot2026.04 | 50.93 | |
| TaskNSN-way=10-way, K-shot=3-shot2026.04 | 49.67 | |
| X-FNCN-way=10-way, K-shot=3-shot2026.04 | 49.63 | |
| MAMLN-way=5-way, K-shot=5-shot2026.04 | 47.51 | |
| Meta-GNNN-way=10-way, K-shot=3-shot2026.04 | 47.21 | |
| VNTN-way=10-way, K-shot=3-shot2026.04 | 45.76 | |
| SGCN-way=5-way, K-shot=5-shot2026.04 | 44.53 | |
| GCNN-way=5-way, K-shot=5-shot2026.04 | 39.83 | |
| SGCN-way=5-way, K-shot=3-shot2026.04 | 39.56 | |
| SGCN-way=10-way, K-shot=5-shot2026.04 | 39.53 | |
| MAMLN-way=5-way, K-shot=3-shot2026.04 | 37.12 | |
| ProtoNetN-way=5-way, K-shot=5-shot2026.04 | 36.53 | |
| SGCN-way=10-way, K-shot=3-shot2026.04 | 35.12 | |
| GCNN-way=5-way, K-shot=3-shot2026.04 | 34.65 | |
| GCNN-way=10-way, K-shot=5-shot2026.04 | 34.14 | |
| ProtoNetN-way=5-way, K-shot=3-shot2026.04 | 33.67 | |
| MAMLN-way=10-way, K-shot=5-shot2026.04 | 31.6 | |
| GCNN-way=10-way, K-shot=3-shot2026.04 | 29.23 | |
| ProtoNetN-way=10-way, K-shot=5-shot2026.04 | 27.24 | |
| MAMLN-way=10-way, K-shot=3-shot2026.04 | 26.61 | |
| ProtoNetN-way=10-way, K-shot=3-shot2026.04 | 24.9 |