TPLogAD claims F1 scores of 0.95 to 0.97 on BGL, HDFS, ThunderBird, and Spirit by combining BERT-based template embeddings with typed parameter encodings in a BiLSTM-plus-attention framework.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2024 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
TPLogAD: Unsupervised Log Anomaly Detection Based on Event Templates and Key Parameters
TPLogAD claims F1 scores of 0.95 to 0.97 on BGL, HDFS, ThunderBird, and Spirit by combining BERT-based template embeddings with typed parameter encodings in a BiLSTM-plus-attention framework.