1 Introduction  
2 Taxonomy in Time-series Anomaly Detection  
3 Related Work  
4 Benchmarking  
5 Predictive Models  
6 Reconstructive Models  
7 Generative Models  
8 Transformer Models  
9 Discussion  
10 Real-world Applications  
11 Conclusion