notesum.ai
Published at November 26Knowledge-aware Evolutionary Graph Neural Architecture Search
cs.NE
cs.AI
cs.LG
Released Date: November 26, 2024
Authors: Chao Wang1, Jiaxuan Zhao1, Lingling Li1, Licheng Jiao1, Fang Liu1, Xu Liu1, Shuyuan Yang1
Aff.: 1School of Artificial Intelligence, Xidian University, Xian, 710071, China

| Baseline | Cora | CiteSeer | PubMed | CS | Physics | Photo | Computers | ArXiv | AR |
| GraphNAS | 81.97(0.17) | 70.98(0.16) | 77.80(0.01) | 90.96(0.06) | 92.43(0.02) | 92.46(0.02) | 84.75(0.19) | 71.88(0.03) | 4.63 |
| Auto-GNN | 81.88(0.01) | 70.77(0.12) | 77.71(0.16) | 91.01(0.05) | 92.53(0.17) | 92.46(0.03) | 84.54(0.15) | 72.13(0.02) | 4.88 |
| Random | 82.06(0.09) | 70.48(0.07) | 77.89(0.07) | 90.87(0.08) | 92.35(0.06) | 92.49(0.02) | 84.82(0.15) | 71.99(0.07) | 4.75 |
| EA | 81.81(0.19) | 70.57(0.12) | 77.93(0.11) | 90.56(0.05) | 92.33(0.07) | 92.48(0.02) | 84.31(0.29) | 71.90(0.07) | 6.00 |
| RL | 82.18(0.22) | 70.74(0.13) | 77.96(0.10) | 90.91(0.01) | 92.56(0.04) | 92.39(0.05) | 84.91(0.19) | 72.14(0.06) | 3.25 |
| NSGAII | 81.98(0.26) | 70.91(0.27) | 77.96(0.34) | 90.88(0.20) | 92.53(0.19) | 92.50(0.15) | 84.63(0.60) | 72.13(0.09) | 3.50 |
| KEGNAS-NSGAII | 82.44(0.23) | 71.05(0.22) | 78.24(0.36) | 91.18(0.05) | 92.74(0.13) | 92.64(0.11) | 85.04(0.50) | 72.22(0.17) | 1.00 |
| Top 5% | 80.63 | 69.07 | 76.60 | 90.01 | 91.67 | 91.57 | 82.77 | 71.69 |