Research map / Graph learning / Graph self-supervised learning
GLCC: A General Framework for Graph-Level Clustering
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use GLCC instead of the strongest listed baseline | Graph-level clustering with GIN representations · DD | ACC: 0.589 -> 0.607 | Helped |
| Use GLCC instead of the strongest listed baseline | Graph-level clustering with GIN representations · AnchorQuery-10K | ACC: 0.239 -> 0.247 | Helped |
| Use GLCC instead of the strongest listed baseline | Graph-level clustering with GIN representations · AnchorQuery-25K | ACC: 0.205 -> 0.228 | Helped |
| Use GLCC instead of the strongest listed baseline | Graph-level clustering · IMDB-B | ACC: 0.583 -> 0.665 | Helped |
| Use GLCC instead of the strongest listed baseline | Graph-level clustering · REDDIT-B | ACC: 0.577 -> 0.676 | Helped |
| Use GLCC instead of the strongest listed baseline | Graph-level clustering with GIN representations · REDDIT-12K | ACC: 0.210 -> 0.226 | Helped |
| Add instance-level graph contrast to a cluster-contrast-only variant (ablation) | GLCC · IMDB-B | ACC: 0.631 -> 0.640 | Helped |
| Add instance-level graph contrast to a cluster-contrast-only variant (ablation) | GLCC · AnchorQuery-25K | ACC: 0.206 -> 0.210 | Helped |
| Add cluster-level graph contrast to an instance-contrast-only variant (ablation) | GLCC · IMDB-B | ACC: 0.545 -> 0.640 | Helped |
| Add cluster-level graph contrast to an instance-contrast-only variant (ablation) | GLCC · AnchorQuery-25K | ACC: 0.201 -> 0.210 | Helped |
| Add the adaptive affinity graph (ablation) | GLCC with instance- and cluster-level contrast · IMDB-B | ACC: 0.640 -> 0.653 | Helped |
| Add the adaptive affinity graph (ablation) | GLCC with instance- and cluster-level contrast · AnchorQuery-25K | ACC: 0.210 -> 0.217 | Helped |
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