Time Series Forecasting on ETTm2 (MSE, MAE)
0.114MSEDAG
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DAGForecasting Horizon=Avg2025.09 | 0.114 | 0.249 | |
| DUETForecasting Horizon=Avg2025.09 | 0.117 | 0.251 | |
| OliviaPrediction Horizon=96, Evaluation Protocol=Full-shot2026.05 | 0.155 | 0.254 | |
| FlowMixerh=962025.05 | 0.159 | 0.252 | |
| SEMPOPrediction Horizon=96, Evaluation Protocol=Full-shot2026.05 | 0.16 | 0.251 | |
| NPMixerPrediction Length=962026.05 | 0.162 | 0.252 | |
| PowerformerPrediction Length=962025.02 | 0.163 | 0.251 | |
| TSMixerPrediction Length=962026.05 | 0.163 | 0.252 | |
| TimeMixerPrediction Length=962026.05 | 0.164 | 0.254 | |
| DLinearPrediction Horizon=96, Evaluation Protocol=Full-shot2026.05 | 0.164 | 0.255 | |
| PatchTSTPrediction Length=962025.02 | 0.165 | 0.255 | |
| FiLMPrediction Length=962026.05 | 0.165 | 0.256 | |
| S2IP-LLMPrediction Horizon=96, Evaluation Protocol=Full-shot2026.05 | 0.165 | 0.257 | |
| PatchTSTPrediction Length=962026.05 | 0.166 | 0.256 | |
| PatchTSTPrediction Horizon=96, Evaluation Protocol=Full-shot2026.05 | 0.166 | 0.256 | |
| DLinearPrediction Length=962026.05 | 0.167 | 0.26 | |
| FRWKV+Horizon=962026.05 | 0.171 | 0.249 | |
| T3TimeLMHorizon=962026.05 | 0.172 | 0.254 | |
| One-Fits-AllPrediction Length=962025.02 | 0.173 | 0.262 | |
| TimeCMALMHorizon=962026.05 | 0.173 | 0.258 | |
| GPT4TSPrediction Horizon=96, Evaluation Protocol=Full-shot2026.05 | 0.173 | 0.262 | |
| FilterNetPrediction Length=962025.08 | 0.174 | 0.257 | |
| PatchTSTPrediction Length=962025.08 | 0.175 | 0.259 | |
| iTransformerPrediction Horizon=96, Evaluation Protocol=Full-shot2026.05 | 0.175 | 0.266 | |
| FilterFormerPrediction Length=962025.08 | 0.176 | 0.261 | |
| LeddamPrediction Length=962025.08 | 0.176 | 0.257 | |
| FredformerPrediction Length=962025.08 | 0.177 | 0.259 | |
| TTMPrediction Length=96, Model Size=1M, Pre-training Data Size=1B, Evaluation Protocol=Zero-shot2026.05 | 0.177 | 0.259 | |
| FEDPMType=FL-FM, Horizon=96, Comm. Params.=0.016 M2026.04 | 0.178 | 0.255 | |
| RWKV-TSLAHorizon=962026.05 | 0.178 | 0.27 | |
| iTransformerPrediction Length=962025.02 | 0.179 | 0.271 | |
| FilterLeddamPrediction Length=962025.08 | 0.179 | 0.261 | |
| FEDformerPrediction Length=962025.02 | 0.18 | 0.271 | |
| iTransformerPrediction Length=962025.08 | 0.18 | 0.264 | |
| TimeSqueeze basePrediction Horizon=96, Evaluation Protocol=Zero-shot2026.03 | 0.181 | 0.275 | |
| S-D-MambaLAHorizon=962026.05 | 0.182 | 0.266 | |
| iFilterFormerPrediction Length=962025.08 | 0.185 | 0.267 | |
| TimesNetPrediction Length=962026.05 | 0.187 | 0.267 | |
| DLinearPrediction Length=962025.08 | 0.187 | 0.281 | |
| ETSformerPrediction Length=962025.02 | 0.189 | 0.28 | |
| TimeLLMLMHorizon=962026.05 | 0.193 | 0.28 | |
| OliviaPrediction Length=96, Model Size=5.1M, Pre-training Data Size=67M, Evaluation Protocol=Zero-shot2026.05 | 0.193 | 0.286 | |
| SEMPOPrediction Length=96, Model Size=6.5M, Pre-training Data Size=83M, Evaluation Protocol=Zero-shot2026.05 | 0.199 | 0.289 | |
| Chronos-2LMHorizon=962026.05 | 0.21 | 0.273 | |
| FlowMixerh=1922025.05 | 0.211 | 0.29 | |
| NPMixerPrediction Length=1922026.05 | 0.214 | 0.287 | |
| TSMixerPrediction Length=1922026.05 | 0.216 | 0.29 | |
| PowerformerPrediction Length=1922025.02 | 0.218 | 0.29 | |
| OliviaPrediction Horizon=192, Evaluation Protocol=Full-shot2026.05 | 0.218 | 0.29 | |
| PatchTSTPrediction Length=1922025.02 | 0.22 | 0.292 | |
| SEMPOPrediction Horizon=192, Evaluation Protocol=Full-shot2026.05 | 0.221 | 0.294 | |
| FiLMPrediction Length=1922026.05 | 0.222 | 0.296 | |
| S2IP-LLMPrediction Horizon=192, Evaluation Protocol=Full-shot2026.05 | 0.222 | 0.299 | |
| TimeMixerPrediction Length=1922026.05 | 0.223 | 0.295 | |
| PatchTSTPrediction Length=1922026.05 | 0.223 | 0.296 | |
| PatchTSTPrediction Horizon=192, Evaluation Protocol=Full-shot2026.05 | 0.223 | 0.296 | |
| DLinearPrediction Length=1922026.05 | 0.224 | 0.303 | |
| DLinearPrediction Horizon=192, Evaluation Protocol=Full-shot2026.05 | 0.224 | 0.304 | |
| One-Fits-AllPrediction Length=1922025.02 | 0.229 | 0.301 | |
| GPT4TSPrediction Horizon=192, Evaluation Protocol=Full-shot2026.05 | 0.229 | 0.301 | |
| FilterFormerPrediction Length=1922025.08 | 0.235 | 0.301 | |
| iTransformerPrediction Length=1922025.02 | 0.236 | 0.31 | |
| FilterNetPrediction Length=1922025.08 | 0.24 | 0.3 | |
| FilterLeddamPrediction Length=1922025.08 | 0.24 | 0.303 | |
| PatchTSTPrediction Length=1922025.08 | 0.241 | 0.302 | |
| iTransformerPrediction Horizon=192, Evaluation Protocol=Full-shot2026.05 | 0.242 | 0.312 | |
| LeddamPrediction Length=1922025.08 | 0.243 | 0.303 | |
| iFilterFormerPrediction Length=1922025.08 | 0.243 | 0.309 | |
| FredformerPrediction Length=1922025.08 | 0.243 | 0.301 | |
| TTMPrediction Length=192, Model Size=1M, Pre-training Data Size=1B, Evaluation Protocol=Zero-shot2026.05 | 0.246 | 0.307 | |
| PULSELook-back window length (T)=7202026.05 | 0.247 | 0.308 | |
| PULSELook-back window length (T)=5122026.05 | 0.248 | 0.308 | |
| TimesNetPrediction Length=1922026.05 | 0.249 | 0.309 | |
| SSDAForecasting Horizon (H)=Avg2026.05 | 0.249 | 0.311 | |
| PULSELook-back window length (T)=3362026.05 | 0.249 | 0.307 | |
| CycleNetLook-back window length (T)=7202026.05 | 0.249 | 0.312 | |
| OliviaPrediction Horizon=Avg, Evaluation Protocol=Full-shot2026.05 | 0.249 | 0.314 | |
| iTransformerPrediction Length=1922025.08 | 0.25 | 0.309 | |
| CycleNetLook-back window length (T)=3362026.05 | 0.251 | 0.309 | |
| SEMPOPrediction Horizon=Avg, Evaluation Protocol=Full-shot2026.05 | 0.251 | 0.313 | |
| FEDformerPrediction Length=1922025.02 | 0.252 | 0.318 | |
| NPMixerPrediction Length=Avg2026.05 | 0.252 | 0.312 | |
| CycleNetLook-back window length (T)=5122026.05 | 0.252 | 0.311 | |
| ETSformerPrediction Length=1922025.02 | 0.253 | 0.319 | |
| Sundialvariant=Large, protocol=Zero-shot2025.02 | 0.254 | 0.315 | |
| TimeMixerPrediction Length=Avg2026.05 | 0.256 | 0.315 | |
| PatchTSTPrediction Length=Avg2026.05 | 0.256 | 0.317 | |
| SEMPOPrediction Length=192, Model Size=6.5M, Pre-training Data Size=83M, Evaluation Protocol=Zero-shot2026.05 | 0.256 | 0.325 | |
| OliviaPrediction Length=192, Model Size=5.1M, Pre-training Data Size=67M, Evaluation Protocol=Zero-shot2026.05 | 0.256 | 0.323 | |
| PatchTSTPrediction Horizon=Avg, Evaluation Protocol=Full-shot2026.05 | 0.256 | 0.317 | |
| S2IP-LLMPrediction Horizon=Avg, Evaluation Protocol=Full-shot2026.05 | 0.257 | 0.319 | |
| Sundialvariant=Base, protocol=Zero-shot2025.02 | 0.258 | 0.32 | |
| TimeSqueeze_baseProtocol=full-shot2026.03 | 0.259 | 0.321 | |
| FiLMPrediction Length=Avg2026.05 | 0.259 | 0.319 | |
| DLinearPrediction Horizon=Avg, Evaluation Protocol=Full-shot2026.05 | 0.259 | 0.325 | |
| FlowMixerh=3362025.05 | 0.26 | 0.324 | |
| CFPTLook-back window length (T)=3362026.05 | 0.26 | 0.317 | |
| CFPTLook-back window length (T)=5122026.05 | 0.262 | 0.319 | |
| CFPTLook-back window length (T)=7202026.05 | 0.263 | 0.322 | |
| ReCast2025.11 | 0.265 | 0.309 |