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Time Series Forecasting
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ETTh1 (720) Multivariate
Time Series Forecasting on ETTh1 (720) Multivariate
Metric: MAE (lower is better)
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#
Model
↕
MAE
▲
Extra Data
Paper
Date
↕
Code
1
SegRNN
0.447
No
SegRNN: Segment Recurrent Neural Network for Lon...
2023-08-22
Code
2
LTBoost (drop_last=false)
0.449
No
-
-
Code
3
NLinear
0.453
No
Are Transformers Effective for Time Series Forec...
2022-05-26
Code
4
RLinear
0.456
No
Revisiting Long-term Time Series Forecasting: An...
2023-05-18
Code
5
xPatch
0.459
No
xPatch: Dual-Stream Time Series Forecasting with...
2024-12-23
Code
6
PatchMixer
0.463
No
PatchMixer: A Patch-Mixing Architecture for Long...
2023-10-01
Code
7
TEFN
0.464
No
Time Evidence Fusion Network: Multi-source View ...
2024-05-10
Code
8
TiDE
0.465
No
Long-term Forecasting with TiDE: Time-series Den...
2023-04-17
Code
9
TSMixer
0.467
No
TSMixer: Lightweight MLP-Mixer Model for Multiva...
2023-06-14
Code
10
PatchTST/64
0.468
No
A Time Series is Worth 64 Words: Long-term Forec...
2022-11-27
Code
11
FiLM
0.472
No
FiLM: Frequency improved Legendre Memory Model f...
2022-05-18
Code
12
DLinear
0.49
No
Are Transformers Effective for Time Series Forec...
2022-05-26
Code
13
SCINet
0.527
No
SCINet: Time Series Modeling and Forecasting wit...
2021-06-17
Code
14
GLinear
0.5373
No
-
-
-
15
Informer
0.768
No
Informer: Beyond Efficient Transformer for Long ...
2020-12-14
Code
16
Transformer
0.8399
No
Long-term series forecasting with Query Selector...
2021-07-19
Code
17
QuerySelector
0.8428
No
Long-term series forecasting with Query Selector...
2021-07-19
Code