Favourite Papers

	Transformer-related Papers	Year
1	Make Transformer Great Again for Time Series Forecasting: Channel Aligned Robust Dual Transformer	2023
2	Financial Time Series Forecasting using CNN and Transformer	2023
3	Time Series Forecasting with Transformer Models and Application to Asset Management	2023
4	Incorporating Transformers and Attention Networks for Stock Movement Prediction	2023
5	A Financial Time-Series Prediction Model Based on Multiplex Attention and Linear Transformer Structure	2023
6	Probabilistic Decomposition Transformer for Time Series Forecasting	2023
7	Crossformer: Transformer Utilizing Crossdimension Dependency For Multivariate Time Series Forecasting	2023
8	Transformers in Time Series: A Survey	2022
9	FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting	2022
10	PYRAFORMER: LOW-COMPLEXITY PYRAMIDAL ATTENTION FOR LONG-RANGE TIME SERIES MODELING AND FORECASTING	2022
11	ETSformer: Exponential Smoothing Transformers for Time-series Forecasting	2022
12	TCCT: Tightly-coupled convolutional transformer on time series forecasting	2022
13	Spatial-Temporal Convolutional Transformer Network for Multivariate Time Series Forecasting	2022
14	Are Transformers Effective for Time Series Forecasting?	2022
15	Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting	2022
16	A Time Series is Worth 64 Words: Long-term Forecasting with Transformers	2022
17	A Convolutional Transformer Model for Multivariate Time Series Prediction	2022
18	Time-series Transformer Generative Adversarial Networks	2022
19	Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting	2021
20	Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting	2021
21	Gated Transformer Networks for Multivariate Time Series Classification	2021
22	A Transformer-based Framework for Multivariate Time Series Representation Learning Transformer-based Framework for Multivariate Time Series Representation Learning	2021
23	Temporal Fusion Transformers for interpretable multi-horizon time series forecasting	2021
24	Conformal Time-Series Forecasting	2021
25	Probabilistic Transformer for Time Series Analysis	2021
26	A Transformer Self-Attention Model for Time Series Forecasting	2021
27	Deep Transformer Models for Time Series Forecasting: The Influenza Prevalence Case	2020
28	Adversarial Sparse Transformer for Time Series Forecasting	2020
29	Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting	2019

	Other Papers	Year
1	Adaptability of Financial Time Series Prediction Based on BiLSTM	2022
2	Canonical convolutional neural networks	2022
3	Time-series forecasting with deep learning: a survey	2021
4	Time Series Analysis Models with Trends	2021
5	A Labeling Method for Financial Time Series Prediction Based on Trends	2020
6	AT-LSTM: An Attention-based LSTM Model for Financial Time Series Prediction	2019
7	Financial Series Prediction: Comparison Between Precision of Time Series Models and Machine Learning Methods	2017