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[943fansi]

1. Volatility Based Kernels and Moving Average Means for Accurate Forecasting with Gaussian Processes code https://github.com/g-benton/Volt
2. DSTAGNN: Dynamic Spatial-Temporal Aware Graph Neural Network for Traffic Flow Forecasting code https://github.com/SYLan2019/DSTAGNN
3. Multi-Granularity Residual Learning with Confidence Estimation for Time Series Prediction code []()
4. CAMul: Calibrated and Accurate Multi-view Time-Series Forecasting code https://github.com/AdityaLab/CAMul
5. EXIT: Extrapolation and Interpolation-based Neural Controlled Differential Equations for Time-series Classification and Forecasting code https://github.com/sheoyon-jhin/EXIT
6. RETE: Retrieval-Enhanced Temporal Event Forecasting on Unified Query Product Evolutionary Graph code https://github.com/DiMarzioBian/RETE_TheWebConf
7. Conditional Local Convolution for Spatio-temporal Meteorological Forecasting code https://github.com/BIRD-TAO/CLCRN
8. TLogic: Temporal Logical Rules for Explainable Link Forecasting on Temporal Knowledge Graphs code https://github.com/liu-yushan/TLogic
9. Spatio-Temporal Recurrent Networks for Event-Based Optical Flow Estimation code https://github.com/ruizhao26/STE-FlowNet
10. ST-GSP: Spatial-Temporal Global Semantic Representation Learning for Urban Flow Prediction code https://github.com/k51/STGSP
11. DEPTS: DEEP EXPANSION LEARNING FOR PERIODIC TIME SERIES FORECASTING code https://github.com/weifantt/DEPTS
12. REVERSIBLE INSTANCE NORMALIZATION FOR ACCURATE TIME-SERIES FORECASTING AGAINST DISTRIBUTION SHIFT code https://github.com/ts-kim/RevIN
13. Deep Switching Auto-Regressive Factorization: Application to Time Series Forecasting code https://github.com/ostadabbas/DSARF
14. Dynamic Gaussian Mixture Based Deep Generative Model for Robust Forecasting on Sparse Multivariate Time Series code https://github.com/thuwuyinjun/DGM2
15. Synergetic Learning of Heterogeneous Temporal Sequences for Multi-Horizon Probabilistic Forecasting code https://github.com/longyuanli/VSMHN
16. Time-Series Event Prediction with Evolutionary State Graph code https://github.com/VachelHU/EvoNet
17. Long Horizon Forecasting With Temporal Point Processes code https://github.com/pratham16cse/DualTPP
18. Z-GCNETs: Time Zigzags at Graph Convolutional Networks for Time Series Forecasting code https://github.com/Z-GCNETs/Z-GCNETs

[943fansi]

As a supplementary note, it is recommended to delete the third document(Multi-Granularity Residual Learning with Confidence Estimation for Time Series Prediction). I clearly remember that there is open source code on github, and I have seen the corresponding code details. Just spent a long time searching to find proof that it ever existed. https://github.com/NickHan-cs/Time-Series-Survey/blob/master/Time-Series-Prediction/Paper. For some reason the author deleted the repository. It's not friendly.

[943fansi]

Yformer: U-Net Inspired Transformer Architecture for Far Horizon Time Series Forecasting code https://github.com/18kiran12/Yformer-Time-Series-Forecasting

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Paper 1-5 added (excluded 3)

[943fansi]

AirFormer: Predicting Nationwide Air Quality in China with Transformers [paper] [official code]

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Paper 6-10 added.

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Paper 11-15 added.

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Rest of the papers added.