List your company
ResearchFormerly WizWand

Time Series Forecasting on ETTm2 (MSE, MAE)

0.114MSEDAG
0.107960.148730.18950.23027Feb 2, 2025Apr 21, 2025Jul 8, 2025Sep 24, 2025Dec 11, 2025Feb 27, 2026May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DAGForecasting Horizon=Avg2025.090.1140.249
DUETForecasting Horizon=Avg2025.090.1170.251
OliviaPrediction Horizon=96, Evaluation Protocol=Full-shot2026.050.1550.254
FlowMixerh=962025.050.1590.252
SEMPOPrediction Horizon=96, Evaluation Protocol=Full-shot2026.050.160.251
NPMixerPrediction Length=962026.050.1620.252
PowerformerPrediction Length=962025.020.1630.251
TSMixerPrediction Length=962026.050.1630.252
TimeMixerPrediction Length=962026.050.1640.254
DLinearPrediction Horizon=96, Evaluation Protocol=Full-shot2026.050.1640.255
PatchTSTPrediction Length=962025.020.1650.255
FiLMPrediction Length=962026.050.1650.256
S2IP-LLMPrediction Horizon=96, Evaluation Protocol=Full-shot2026.050.1650.257
PatchTSTPrediction Length=962026.050.1660.256
PatchTSTPrediction Horizon=96, Evaluation Protocol=Full-shot2026.050.1660.256
DLinearPrediction Length=962026.050.1670.26
FRWKV+Horizon=962026.050.1710.249
T3TimeLMHorizon=962026.050.1720.254
One-Fits-AllPrediction Length=962025.020.1730.262
TimeCMALMHorizon=962026.050.1730.258
GPT4TSPrediction Horizon=96, Evaluation Protocol=Full-shot2026.050.1730.262
FilterNetPrediction Length=962025.080.1740.257
PatchTSTPrediction Length=962025.080.1750.259
iTransformerPrediction Horizon=96, Evaluation Protocol=Full-shot2026.050.1750.266
FilterFormerPrediction Length=962025.080.1760.261
LeddamPrediction Length=962025.080.1760.257
FredformerPrediction Length=962025.080.1770.259
TTMPrediction Length=96, Model Size=1M, Pre-training Data Size=1B, Evaluation Protocol=Zero-shot2026.050.1770.259
FEDPMType=FL-FM, Horizon=96, Comm. Params.=0.016 M2026.040.1780.255
RWKV-TSLAHorizon=962026.050.1780.27
iTransformerPrediction Length=962025.020.1790.271
FilterLeddamPrediction Length=962025.080.1790.261
FEDformerPrediction Length=962025.020.180.271
iTransformerPrediction Length=962025.080.180.264
TimeSqueeze basePrediction Horizon=96, Evaluation Protocol=Zero-shot2026.030.1810.275
S-D-MambaLAHorizon=962026.050.1820.266
iFilterFormerPrediction Length=962025.080.1850.267
TimesNetPrediction Length=962026.050.1870.267
DLinearPrediction Length=962025.080.1870.281
ETSformerPrediction Length=962025.020.1890.28
TimeLLMLMHorizon=962026.050.1930.28
OliviaPrediction Length=96, Model Size=5.1M, Pre-training Data Size=67M, Evaluation Protocol=Zero-shot2026.050.1930.286
SEMPOPrediction Length=96, Model Size=6.5M, Pre-training Data Size=83M, Evaluation Protocol=Zero-shot2026.050.1990.289
Chronos-2LMHorizon=962026.050.210.273
FlowMixerh=1922025.050.2110.29
NPMixerPrediction Length=1922026.050.2140.287
TSMixerPrediction Length=1922026.050.2160.29
PowerformerPrediction Length=1922025.020.2180.29
OliviaPrediction Horizon=192, Evaluation Protocol=Full-shot2026.050.2180.29
PatchTSTPrediction Length=1922025.020.220.292
SEMPOPrediction Horizon=192, Evaluation Protocol=Full-shot2026.050.2210.294
FiLMPrediction Length=1922026.050.2220.296
S2IP-LLMPrediction Horizon=192, Evaluation Protocol=Full-shot2026.050.2220.299
TimeMixerPrediction Length=1922026.050.2230.295
PatchTSTPrediction Length=1922026.050.2230.296
PatchTSTPrediction Horizon=192, Evaluation Protocol=Full-shot2026.050.2230.296
DLinearPrediction Length=1922026.050.2240.303
DLinearPrediction Horizon=192, Evaluation Protocol=Full-shot2026.050.2240.304
One-Fits-AllPrediction Length=1922025.020.2290.301
GPT4TSPrediction Horizon=192, Evaluation Protocol=Full-shot2026.050.2290.301
FilterFormerPrediction Length=1922025.080.2350.301
iTransformerPrediction Length=1922025.020.2360.31
FilterNetPrediction Length=1922025.080.240.3
FilterLeddamPrediction Length=1922025.080.240.303
PatchTSTPrediction Length=1922025.080.2410.302
iTransformerPrediction Horizon=192, Evaluation Protocol=Full-shot2026.050.2420.312
LeddamPrediction Length=1922025.080.2430.303
iFilterFormerPrediction Length=1922025.080.2430.309
FredformerPrediction Length=1922025.080.2430.301
TTMPrediction Length=192, Model Size=1M, Pre-training Data Size=1B, Evaluation Protocol=Zero-shot2026.050.2460.307
PULSELook-back window length (T)=7202026.050.2470.308
PULSELook-back window length (T)=5122026.050.2480.308
TimesNetPrediction Length=1922026.050.2490.309
SSDAForecasting Horizon (H)=Avg2026.050.2490.311
PULSELook-back window length (T)=3362026.050.2490.307
CycleNetLook-back window length (T)=7202026.050.2490.312
OliviaPrediction Horizon=Avg, Evaluation Protocol=Full-shot2026.050.2490.314
iTransformerPrediction Length=1922025.080.250.309
CycleNetLook-back window length (T)=3362026.050.2510.309
SEMPOPrediction Horizon=Avg, Evaluation Protocol=Full-shot2026.050.2510.313
FEDformerPrediction Length=1922025.020.2520.318
NPMixerPrediction Length=Avg2026.050.2520.312
CycleNetLook-back window length (T)=5122026.050.2520.311
ETSformerPrediction Length=1922025.020.2530.319
Sundialvariant=Large, protocol=Zero-shot2025.020.2540.315
TimeMixerPrediction Length=Avg2026.050.2560.315
PatchTSTPrediction Length=Avg2026.050.2560.317
SEMPOPrediction Length=192, Model Size=6.5M, Pre-training Data Size=83M, Evaluation Protocol=Zero-shot2026.050.2560.325
OliviaPrediction Length=192, Model Size=5.1M, Pre-training Data Size=67M, Evaluation Protocol=Zero-shot2026.050.2560.323
PatchTSTPrediction Horizon=Avg, Evaluation Protocol=Full-shot2026.050.2560.317
S2IP-LLMPrediction Horizon=Avg, Evaluation Protocol=Full-shot2026.050.2570.319
Sundialvariant=Base, protocol=Zero-shot2025.020.2580.32
TimeSqueeze_baseProtocol=full-shot2026.030.2590.321
FiLMPrediction Length=Avg2026.050.2590.319
DLinearPrediction Horizon=Avg, Evaluation Protocol=Full-shot2026.050.2590.325
FlowMixerh=3362025.050.260.324
CFPTLook-back window length (T)=3362026.050.260.317
CFPTLook-back window length (T)=5122026.050.2620.319
CFPTLook-back window length (T)=7202026.050.2630.322
ReCast2025.110.2650.309