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Time Series Classification on Heartbeat

95.1Accuracy

Peri-midFormer

Updated 16d ago

Evaluation Results

Method	Links
Peri-midFormer 2024.11		95.1
Chimera 2026.03		81.3
Informer 2026.03		80.5
WaveFormer 2026.02		78.4
LrcSSM 2026.05		78.33
Longformer 2022.02		78
TimesNet 2024.11		78
TARNet 2023.11		78
TimesNet 2026.03		78
VI 2D Mamba 2026.03		78
TimesNet 2025.02		78
ConvTran 2026.02		77.8
LrcSSM (ABCDEF) 2026.05		77.67
Flowformer 2022.02		77.6
Flowformer 2024.11		77.6
Flowformer 2026.03		77.6
TSLANet 2024.11		77.5
GTM 2025.02		77.5
GPT4TS 2024.11		77.2
MTCN 2026.03		77.2
GPT4TS 2025.02		77.2
Reformer 2022.02		77.1
Soft 2022.02		77.1
Reformer 2024.11		77.1
LSTNet 2026.03		77.1
Reformer 2026.03		77.1
LrcSSM 2026.05		77
LrcSSM 2026.05		76.67
Linear Transformer 2022.02		76.6
YOSO-E 2022.02		76.5
Looped S5 (ABABAB) 2026.05		76.45
LrcSSM 2026.05		76.33
Looped S5 (AAAAAA) 2026.05		76.13
Looped LRU (ABABAB) 2026.05		76.13
S5 2026.05		76.13
Transformer 2022.02		76.1
Transformer 2024.11		76.1
Looped LrcSSM (AAAAAA) 2026.05		76
Looped LrcSSM (ABCABC) 2026.05		76
Looped S5 (ABABAB) 2026.05		75.81
Looped S5 (ABCABC) 2026.05		75.81
Looped S5 (ABCABC) 2026.05		75.81
Looped LRU (ABABAB) 2026.05		75.81
Looped S5 (AAAAAA) 2026.05		75.8
PatchTST 2024.11		75.7
Looped LrcSSM (ABABAB) 2026.05		75.67
LrcSSM 2026.05		75.67
LrcSSM 2026.05		75.67
Rocket 2022.02		75.6
Unsupervised TCN 2022.02		75.6
Performer 2022.02		75.6
cosFormer 2022.02		75.6
Rocket 2024.11		75.6
TCN 2024.11		75.6
Pyraformer 2024.11		75.6
Pyraformer 2026.03		75.6
iTransformer 2025.02		75.6
LRU (ABCDEF) 2026.05		75.48
Looped LrcSSM (ABABAB) 2026.05		75.33
Looped LrcSSM (ABCABC) 2026.05		75.33
Looped LRU (ABCABC) 2026.05		75.16
Looped LRU (ABCABC) 2026.05		75.16
S5 2026.05		75.16
DLinear 2024.11		75.1
LightTS 2024.11		75.1
DLinear 2026.03		75.1
LightTS 2026.03		75.1
LET 2026.02		75
Looped LrcSSM (AAAAAA) 2026.05		75
PatchTST 2026.03		74.9
LrcSSM 2026.05		74.67
Autoformer 2024.11		74.6
Autoformer 2026.03		74.6
S5 (ABCDEF) 2026.05		74.19
S5 2026.05		74.19
Aaren 2024.05		74.15
Transformer 2024.05		74.05
TST 2023.11		74
SimMTM 2023.11		74
LPTM 2023.11		74
Looped LRU (AAAAAA) 2026.05		73.87
S5 2026.05		73.87
S5 2026.05		73.87
LinOSS 2026.05		73.87
Non-stationary Transformer 2024.11		73.7
FEDformer 2024.11		73.7
Stationary 2026.03		73.7
FEDformer 2026.03		73.7
S5 2026.05		73.55
LinOSS 2026.05		73.55
Looped LinOSS (ABCABC) 2026.05		73.23
LinOSS 2026.05		73.23
XGBoost 2022.02		73.2
Looped LRU (AAAAAA) 2026.05		72.9
S5 2026.05		72.9
LRU 2026.05		72.9
LRU 2026.05		72.9
LSSL 2026.03		72.7
LRU 2026.05		72.58
LinOSS 2026.05		72.58

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