# PAFormer: Anomaly Detection of Time Series With Parallel-Attention Transformer

> Research article (IEEE Transactions on Neural Networks and Learning Systems, 2023) · cited 17× · AI/ML

**Wikidata**: [openalex:W4389538721](https://www.wikidata.org/wiki/openalex:W4389538721)  
**Source**: https://4ort.xyz/entity/paformer-anomaly-detection-of-time-series-with-parallel-attention-transformer