Entropy-based Logic Explained Network

Reported on 4 benchmarks across 1 task · 1 paper · 1 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision4 results

Image ClassificationonCUB
Classification Accuracy· 2021-06-12
0.9295
SOTA
Entropy-based Logic Explanations of Neural Networks arXiv:2106.06804
Image ClassificationonCUB
Explanation Accuracy· 2021-06-12
95.24
best: 96.02 (Bayesian Rule List)
Entropy-based Logic Explanations of Neural Networks arXiv:2106.06804
Image ClassificationonCUB
Explanation complexity· 2021-06-12
3.74
best: 45.92 (Decision Tree)
Entropy-based Logic Explanations of Neural Networks arXiv:2106.06804
Image ClassificationonCUB
Explanation extraction time· 2021-06-12
171.87
best: 264678.29 (Bayesian Rule List)
Entropy-based Logic Explanations of Neural Networks arXiv:2106.06804