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Time Series Classification on UEA 18 datasets 70% Missing

69.7Accuracy

DualDynamics

Updated 16d ago

Evaluation Results

Method	Links
DualDynamics 2024.01		69.7	4.6
GRU-ODE 2024.01		65.9	6.9
ODE-RNN 2024.01		65.3	6.5
Neural CDE 2024.01		65.2	7.3
GRU-∆t 2024.01		64.9	7.9
Transformer 2024.01		64.3	8.2
MTAN 2024.01		64.2	6.8
ANCDE 2024.01		63.1	7.3
Neural RDE 2024.01		60.7	8.5
GRU 2024.01		60.6	8.6
GRU-D 2024.01		59.9	10.1
EXIT 2024.01		56.4	10.4
MIAM 2024.01		54.4	11.1
LSTM 2024.01		50.5	11.3
ODE-LSTM 2024.01		47.4	13.4
RNN 2024.01		45.3	14.4
LEAP 2024.01		45.1	13.7
Neural Flow 2024.01		43.8	14.1
FlowPath 2025.11		0.718	3.5
DualDynamics 2025.11		0.697	4.6
GRU-ODE 2025.11		0.659	6.3
ODE-RNN 2025.11		0.653	5.8
Neural CDE 2025.11		0.652	7
GRU-∆t 2025.11		0.649	7.5
ANCDE 2025.11		0.631	7.1
Neural RDE 2025.11		0.607	8.2
GRU 2025.11		0.606	8.1
GRU-D 2025.11		0.599	9.4
EXIT 2025.11		0.564	10
Neural Flow 2025.11		0.535	9.7
LSTM 2025.11		0.505	10.6
ODE-LSTM 2025.11		0.474	12.3
RNN 2025.11		0.453	13.3
LEAP 2025.11		0.451	12.7