Wenjie Du

### 1. Model description Koopa should be included in PyPOTS, and could start from the imputation task. ```bibtex @inproceedings{liu2023koopa, author = {Liu, Yong and Li, Chenyu and Wang, Jianmin and...

### 1. Model description Non-stationary Transformer should be included in PyPOTS, and could start from the imputation task. ```bibtex @inproceedings{liu2022nonstationary, author = {Liu, Yong and Wu, Haixu and Wang, Jianmin...

Add SeFT as a classification model

2

### 1. Model description SeFT as a classification model for POTS should be included in PyPOTS. ```bibtex @InProceedings{pmlr-v119-horn20a, title = {Set Functions for Time Series}, author = {Horn, Max and...

### 1. Feature description Add a subpackage in PyPOTS named `anomaly_detection` to include models for the anomaly/outlier detection task. ### 2. Motivation Anomaly detection is a prevalent task in time...

Add ImputeFormer

1

### 1. Model description ImputeFormer should be included in PyPOTS as an imputation model. ```bibtex @article{nie2023imputeformer, title={ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation}, author={Nie, Tong and Qin, Guoyang and...

### 1. Model description ModernTCN should be included in PyPOTS, and could start from the imputation task. ```bibtex @inproceedings{luo2024moderntcn, title={Modern{TCN}: A Modern Pure Convolution Structure for General Time Series Analysis},...

### 1. Model description TimesURL should be included in PyPOTS, and could start from the imputation task. ```bibtex @article{liu2024timesurl, title={{TimesURL}: Self-Supervised Contrastive Learning for Universal Time Series Representation Learning}, author={Liu,...

### 1. Model description TimeMixer should be included in PyPOTS, and could start from the imputation task. ```bibtex @inproceedings{wang2024timemixer, title={TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting}, author={Shiyu Wang and...

### 1. Model description UniTS should be included in PyPOTS, and could start from the imputation task. ```bibtex @article{gao2024units, title={{UniTS}: Building a Unified Time Series Model}, author={Gao, Shanghua and Koker,...

### 1. Model description PITS should be included in PyPOTS, and could start from the imputation task. ```bibtex @inproceedings{lee2024pits, title={Learning to Embed Time Series Patches Independently}, author={Seunghan Lee and Taeyoung...