Time Series Classification on EthanolConcentration benchmark leaderboard · SOTA2 Research

Time Series Classification on EthanolConcentration

53AccuracyLPTM

Evaluation Results

Method	Links
LPTM2023.11		53
TST2023.11		46
Rocket2022.02		45.2
TS2Vec2023.11		45
XGBoost2022.02		43.7
WEASEL+MUSE2025.10		43
LSTNet2026.03		39.9
Chimera2026.03		39.8
FETA2025.10		38
MLSTM-FCNs2025.10		37.3
TS-TCC2023.11		37
MTCN2026.03		36.3
FETA2025.10		36.2
TimesNet2026.03		35.7
VI 2D Mamba2026.03		35.7
TimesNet2025.02		35.7
MERIT2025.10		35
GTM2025.02		34.2
GPT4TS2025.02		34.2
TimesURL2025.10		34.2
TimesNet2023.11		34
SimMTM2023.11		34
Flowformer2022.02		33.8
Flowformer2026.03		33.8
TS2Vec2025.10		33.8
cosFormer2022.02		33.5
TS-TCC2025.10		33.1
PatchTST2026.03		32.8
Transformer2022.02		32.7
Stationary2026.03		32.7
T-Loss2025.10		32.7
DLinear2026.03		32.6
DTW2022.02		32.3
LSTM2022.02		32.3
Longformer2022.02		32.3
Soft2022.02		32.3
LSTM2026.03		32.3
TST2025.10		32.3
TARNet2023.11		32
Linear Transformer2022.02		31.9
Reformer2022.02		31.9
Reformer2026.03		31.9
Informer2026.03		31.6
Autoformer2026.03		31.6
Performer2022.02		31.2
YOSO-E2022.02		31.2
FEDformer2026.03		31.2
LSSL2026.03		31.1
Pyraformer2026.03		30.8
Transformer2024.05		29.89
LightTS2026.03		29.7
Aaren2024.05		29.58
DTW2025.10		29.3
Unsupervised TCN2022.02		28.9
LET2026.02		28.8
FETA2025.10		28.5
ETSformer2026.03		28.1
iTransformer2025.02		28.1
Autoformer2023.11		27
Qwen-0.5B2026.02		25.8
DeepSeek R12025.10		21.7
CRT2023.11		21
Informer2023.11		14