OpenCodePapers

time-series-forecasting-on-etth1-720-2

Time Series AnalysisTime Series Forecasting
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
Click a sortable column header to sort.
PaperCodeMSEMAEModelNameReleaseDate
Self-Supervised Contrastive Learning for Long-term Forecasting✓ Link0.0780.223AutoCon2024-02-03
Are Transformers Effective for Time Series Forecasting?✓ Link0.080.226NLinear2022-05-26
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting✓ Link0.0850.233SegRNN2023-08-22
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers✓ Link0.0870.236PatchTST/642022-11-27
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting✓ Link0.090.24FiLM2022-05-18
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting✓ Link0.0930.243PatchMixer2023-10-01
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction✓ Link0.0990.25SCINet2021-06-17
How Features Benefit: Parallel Series Embedding for Multivariate Time Series Forecasting with Transformer✓ Link0.1290.286Parallel Series Transformer2022-10-31
Are Transformers Effective for Time Series Forecasting?✓ Link0.1890.359DLinear2022-05-26
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting✓ Link0.2010.357Informer2020-12-14
Long-term series forecasting with Query Selector -- efficient model of sparse attention✓ Link0.21360.373QuerySelector2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention✓ Link0.25010.4213Transformer2021-07-19
Check out how to contribute new results.