Echoless Label-Based Pre-computation for Memory-Efficient Heterogeneous Graph Learning

Benchmark Model Rank Results
heterogeneous-node-classification-on-dblpEcholess-LP (NARS)–Macro-F1: 95.18Micro-F1: 95.49
heterogeneous-node-classification-on-dblpEcholess-LP (RpHGNN)–Macro-F1: 95.39Micro-F1: 95.70
heterogeneous-node-classification-on-dblpEcholess-LP (SeHGNN)–Macro-F1: 95.31Micro-F1: 95.59
heterogeneous-node-classification-on-freebaseEcholess-LP (NARS)–Macro-F1: 50.58Micro-F1: 63.85
heterogeneous-node-classification-on-freebaseEcholess-LP (RpHGNN)–Macro-F1: 54.28Micro-F1: 67.08
heterogeneous-node-classification-on-freebaseEcholess-LP (SeHGNN)–Macro-F1: 52.84Micro-F1: 66.95
heterogeneous-node-classification-on-imdbEcholess-LP (NARS)–Macro-F1: 64.50Micro-F1: 67.11
heterogeneous-node-classification-on-imdbEcholess-LP (RpHGNN)–Macro-F1: 67.99Micro-F1: 70.84
heterogeneous-node-classification-on-imdbEcholess-LP (SeHGNN)–Macro-F1: 67.08Micro-F1: 70.12
heterogeneous-node-classification-on-oag-l1-fieldEcholess-LP (NARS)–NDCG: 86.89MRR: 86.16
heterogeneous-node-classification-on-oag-l1-fieldEcholess-LP (RpHGNN)–NDCG: 88.11MRR: 87.28
heterogeneous-node-classification-on-oag-l1-fieldEcholess-LP (SeHGNN)–NDCG: 86.81MRR: 85.43
heterogeneous-node-classification-on-oag-venueEcholess-LP (NARS)–NDCG: 53.68MRR: 36.16
heterogeneous-node-classification-on-oag-venueEcholess-LP (RpHGNN)–NDCG: 54.72MRR: 37.33
heterogeneous-node-classification-on-oag-venueEcholess-LP (SeHGNN)–NDCG: 47.92MRR: 30.47