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Long-term time-series forecasting on Traffic (test)

0.367MSE

TS-Memory

Updated 2d ago

Evaluation Results

Method
TS-Memory 2026.02	0.367	0.241	-
TimesFM 2026.02	0.37	0.244	-
FlowMixer 2025.05	0.377	0.264	-
iTransformer 2024.12	0.378	0.27	-
TimeAlign 2025.09	0.378	0.24	-
FSMLP 2024.12	0.379	0.254	-
FITS 2023.07	0.381	-	-
FITS 2023.07	0.381	-	-
CARD 2024.12	0.381	0.251	-
TIME-LLM 2023.10	0.388	0.264	-
TimeMixer 2024.12	0.388	0.263	-
FlowMixer 2025.05	0.388	0.268	-
TS-Memory 2026.02	0.389	0.235	-
PatchTST 2024.11	0.39	0.263	-
PatchTST 2024.12	0.391	0.264	-
xPatch 2024.12	0.392	0.248	-
Chronos2 2026.02	0.394	0.237	-
TSMixer + xCPD 2026.03	0.394	0.281	-
iTransformer 2025.01	0.395	0.268	-
TSMixer + CCM 2026.03	0.396	0.284	-
CMoS 2025.09	0.396	0.27	-
TVNet 2025.09	0.396	0.268	-
ModernTCN 2025.09	0.396	0.27	-
iTransformer 2025.09	0.397	0.282	-
PatchTST 2025.09	0.397	0.275	-
FlowMixer 2025.05	0.401	0.275	-
KooPA 2025.05	0.401	0.275	-
N-Hits 2022.05	0.402	0.282	-
N-HITS 2025.05	0.402	0.282	-
KooPA 2025.05	0.403	0.284	-
TSMixer + LIFT 2026.03	0.405	0.282	-
FiLM 2022.05	0.408	0.288	-
FiLM 2023.07	0.408	-	-
TSMixer 2026.03	0.408	0.284	-
TimeMixer 2025.09	0.409	0.279	-
FITS 2023.07	0.41	-	-
FSMLP 2024.12	0.415	0.272	-
FiLM 2022.05	0.416	0.294	-
FiLM 2023.07	0.416	-	-
RLinear 2024.12	0.417	0.283	-
DistDF 2025.10	0.417	0.279	-
TimeBase 2025.09	0.417	0.278	-
DLinear 2025.09	0.418	0.287	-
N-Hits 2022.05	0.42	0.297	-
N-HITS 2025.05	0.42	0.297	-
FreDF 2025.12	0.421	0.279	-
iTransformer 2025.12	0.422	0.282	-
FiLM 2022.05	0.425	0.298	-
FiLM 2023.07	0.425	-	-
TS-Memory 2026.02	0.425	0.258	-
TimeBridge 2025.10	0.426	0.282	-
iTransformer 2025.10	0.426	0.285	-
N-HiTS 2023.10	0.427	0.338	-
iTransformer 2024.11	0.428	0.282	-
iTransformer 2024.12	0.428	0.282	-
L_Harm, lp 2025.12	0.429	0.268	-
DLinear 2024.12	0.434	0.295	-
FlowMixer 2025.05	0.434	0.291	-
ChronosBolt 2026.02	0.435	0.263	-
TS-Memory 2026.02	0.436	0.278	-
FITS 2023.07	0.446	-	-
N-Hits 2022.05	0.448	0.313	-
N-HITS 2025.05	0.448	0.313	-
Leddam 2025.09	0.452	0.283	-
SIGMA 2026.05	0.458	0.302	-
BEAT 2025.01	0.459	0.278	-
Sundial 2026.02	0.461	0.286	-
PatchTST 2025.10	0.468	0.298	-
Peri-midFormer 2024.11	0.475	0.31	-
Fredformer 2025.10	0.486	0.336	-
PatchTST 2025.12	0.491	0.316	-
MultiPatchFormer 2026.05	0.497	0.329	-
TimeMixer 2026.05	0.501	0.318	-
TimeMixer 2025.12	0.503	0.31	-
FiLM 2022.05	0.52	0.353	-
FiLM 2023.07	0.52	-	-
Crossformer 2025.09	0.523	0.284	-
WPMixer 2026.05	0.527	0.343	-
MICN 2025.10	0.529	0.312	-
SCINet 2021.06	0.535	0.355	13.15
FreTS 2025.10	0.538	0.33	-
N-Hits 2022.05	0.539	0.353	-
N-HITS 2025.05	0.539	0.353	-
SCINet 2021.06	0.54	0.359	13.18
MICN 2024.12	0.542	0.316	-
MICN 2025.12	0.543	0.32	-
MICN 2026.05	0.543	0.32	-
AMD 2026.05	0.546	0.344	-
FreTS 2025.12	0.554	0.348	-
FEDformer 2022.05	0.562	0.349	-
FEDformer 2022.05	0.562	0.346	-
TSMixer 2025.12	0.566	0.385	-
FEDformer 2022.05	0.57	0.323	-
FEDformer 2025.05	0.576	0.359	-
FEDFormer 2023.07	0.587	-	-
FEDformer 2022.05	0.596	0.368	-
Autoformer 2025.05	0.597	0.371	-
DLinear 2025.05	0.598	0.37	-
FEDFormer 2023.07	0.604	-	-
DLinear 2025.05	0.605	0.373	-

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