Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/LightCTS

LightCTS

Reported on 34 benchmarks across 3 tasks · 1 paper · 34 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Time Series34 results

Time Series ForecastingonMETR-LA
FLOPs(M)· 2023-02-23
71
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series ForecastingonMETR-LA
MAE @ 12 step· 2023-02-23
3.42
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series ForecastingonMETR-LA
Parameters(K)· 2023-02-23
133
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series ForecastingonMETR-LA
RMSE @ 12 step· 2023-02-23
0.0721
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series ForecastingonElectricity
FLOPs(M)· 2023-02-23
239
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series ForecastingonElectricity
Parameters(K)· 2023-02-23
27
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series ForecastingonSolar-Power
FLOPs(M)· 2023-02-23
169
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series ForecastingonSolar-Power
Parameters(K)· 2023-02-23
38
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series ForecastingonPEMS-BAY
FLOPs(M)· 2023-02-23
208
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series ForecastingonPEMS-BAY
MAE @ 12 step· 2023-02-23
1.89
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series ForecastingonPEMS-BAY
MAPE @ 12 step· 2023-02-23
4.39
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series ForecastingonPEMS-BAY
Parameters(K)· 2023-02-23
236
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series ForecastingonPEMS-BAY
RMSE @ 12 step· 2023-02-23
4.32
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Traffic PredictiononPeMS08
FLOPs(M)· 2023-02-23
70
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Traffic PredictiononPeMS08
MAE· 2023-02-23
14.63
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Traffic PredictiononPeMS08
Parameters(K)· 2023-02-23
177
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Traffic PredictiononPeMS08
RMSE· 2023-02-23
0.2349
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Traffic PredictiononPeMS04
FLOPs(M)· uses extra data· 2023-02-23
147
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Traffic PredictiononPeMS04
MAE· uses extra data· 2023-02-23
18.79
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Traffic PredictiononPeMS04
Parameters(K)· uses extra data· 2023-02-23
185
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Traffic PredictiononPeMS04
RMSE· uses extra data· 2023-02-23
0.3014
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series AnalysisonMETR-LA
FLOPs(M)· 2023-02-23
71
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series AnalysisonMETR-LA
MAE @ 12 step· 2023-02-23
3.42
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series AnalysisonMETR-LA
Parameters(K)· 2023-02-23
133
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series AnalysisonMETR-LA
RMSE @ 12 step· 2023-02-23
0.0721
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series AnalysisonElectricity
FLOPs(M)· 2023-02-23
239
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series AnalysisonElectricity
Parameters(K)· 2023-02-23
27
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series AnalysisonSolar-Power
FLOPs(M)· 2023-02-23
169
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series AnalysisonSolar-Power
Parameters(K)· 2023-02-23
38
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series AnalysisonPEMS-BAY
FLOPs(M)· 2023-02-23
208
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series AnalysisonPEMS-BAY
MAE @ 12 step· 2023-02-23
1.89
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series AnalysisonPEMS-BAY
MAPE @ 12 step· 2023-02-23
4.39
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series AnalysisonPEMS-BAY
Parameters(K)· 2023-02-23
236
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974
Time Series AnalysisonPEMS-BAY
RMSE @ 12 step· 2023-02-23
4.32
SOTA
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting arXiv:2302.11974