Digital circuits dataset for anomaly detection + ground truth explanations
收藏DataONE2021-09-05 更新2024-06-08 收录
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https://search.dataone.org/view/sha256:1431172a6f9d0165328d1acf75263ca6ef764b2a6e3af2f69221f00f9af600b6
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This dataset is an anomaly benchmark dataset with local ground-truth explanations. It was created based on 4 digital circuits from ISCAS '85 and 74x series benchmarks: C17, 74182, 74283 and 74181. The dataset includes: Truth_Tables Each circuits has 4 anomalous versions created by changing a single gate to its negation. Each anomalous version was padded with a varying amount of attribute noise (2, 4 and 6 noise features). The folder includes a truth table for each version , original and anomalous with and without noise. Overall there are 64 anomalous truth tables - named \"in_labeled\", and 16 original truth table- named \"out\". Ground_Truth Each truth table has a file of local ground-truth explanations. A local ground truth explanation is the reason why a model returned a certain prediction for a specific instance. Such an explanation may be represented as the set of features that led the model to make that prediction. Both the Truth_Tabels and Ground_Truth tables are divided into circuits folders.
创建时间:
2023-11-14



