Rule-level Anomaly Detection on CLEVRER
0.844AUROCNeural Evaluator
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Neural EvaluatorRule family=Chain & Compound, #Rules=102026.05 | 0.844 | 10 | |
| Neural EvaluatorRule family=All rules, #Rules=262026.05 | 0.833 | 23 | |
| Monolithic root-only (chimera-based)Rule family=Simple implications, #Rules=162026.05 | 0.832 | — | |
| Monolithic root-only (chimera-based)Rule family=All rules, #Rules=262026.05 | 0.829 | — | |
| Monolithic root-only (chimera-based)Rule family=Chain & Compound, #Rules=102026.05 | 0.827 | — | |
| Neural EvaluatorRule family=Simple implications, #Rules=162026.05 | 0.826 | 13 | |
| Independent-events probabilistic evaluatorRule family=Simple implications, #Rules=162026.05 | 0.777 | — | |
| Independent-events probabilistic evaluatorRule family=All rules, #Rules=262026.05 | 0.75 | — | |
| Independent-events probabilistic evaluatorRule family=Chain & Compound, #Rules=102026.05 | 0.707 | — | |
| Same-image semantic-training ablationRule family=Simple implications, #Rules=162026.05 | 0.5 | — | |
| Monolithic root-only (normal samples)Rule family=Simple implications, #Rules=162026.05 | 0.5 | — | |
| Same-image semantic-training ablationRule family=Chain & Compound, #Rules=102026.05 | 0.5 | — | |
| Monolithic root-only (normal samples)Rule family=Chain & Compound, #Rules=102026.05 | 0.5 | — | |
| Same-image semantic-training ablationRule family=All rules, #Rules=262026.05 | 0.5 | — | |
| Monolithic root-only (normal samples)Rule family=All rules, #Rules=262026.05 | 0.5 | — |