Genius
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node classification | genius (test) | ROC AUC0.9077 | 31 | |
| Node classification | Genius | Accuracy91.68 | 27 | |
| Node Classification | genius 50/25/25 (test) | ROC AUC91.72 | 18 | |
| Generative Fluid Intelligence | GENIUS | Overall Score48.35 | 13 | |
| Contextual Knowledge Adaptation (Multi-Semantic) | GENIUS | RC35.45 | 13 | |
| Contextual Knowledge Adaptation (Prior-Conflicting) | GENIUS | RC Score52.97 | 13 | |
| Ad-hoc Constraint Execution (Visual Constraint) | GENIUS | RC Score76.67 | 13 | |
| Ad-hoc Constraint Execution (Symbolic Constraint) | GENIUS | RC71.38 | 13 | |
| Implicit Pattern Induction | GENIUS 1.0 (test) | RC70 | 13 | |
| Generative Fluid Intelligence (Overall) | GENIUS 1.0 (test) | Overall Score57.19 | 13 | |
| Node Classification | Genius non-homophilous large-scale (test) | Accuracy90.85 | 11 | |
| Graph Learning | GENIUS | Learning Time (s)153.6 | 3 | |
| Node Classification | Genius | ASR98.17 | 3 |
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