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Time Series Forecasting On Etth2 720 1

Metrics

MSE

Results

Performance results of various models on this benchmark

Paper Title
Transformer3.1805Long-term series forecasting with Query Selector -- efficient model of sparse attention
QuerySelector3.0664Long-term series forecasting with Query Selector -- efficient model of sparse attention
Informer2.34Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting
MoLE-DLinear0.605Mixture-of-Linear-Experts for Long-term Time Series Forecasting
DLinear0.605Are Transformers Effective for Time Series Forecasting?
SCINet0.475SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction
FiLM0.439FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting
TEFN0.434Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting
TiDE0.419Long-term Forecasting with TiDE: Time-series Dense Encoder
MoLE-RLinear0.409Mixture-of-Linear-Experts for Long-term Time Series Forecasting
LTBoost (drop_last=false)0.407LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting
PRformer0.396PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
TSMixer0.395TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting
NLinear0.394Are Transformers Effective for Time Series Forecasting?
SegRNN0.394SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting
PatchMixer0.393PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting
xPatch0.384xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition
PatchTST/640.379A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
DiPE-Linear0.375Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
RLinear0.372Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
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Time Series Forecasting On Etth2 720 1 | SOTA | HyperAI