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Time Series Reconstruction on PTB-XL (test)

76.81PRDiTransformer
4.42623.21842.0160.802Nov 27, 2025

Evaluation results

MethodLinks
iTransformerParams=1.44M, FLOPs=0.01G, Steps=NA, Inference Time=0.003s2025.1176.81496.264.2
TimeMixerParams=9.01M, FLOPs=12.70G, Steps=NA, Inference Time=0.003s2025.1153.14243.084.07
PatchTSTParams=17.19M, FLOPs=1.96G, Steps=NA, Inference Time=0.003s2025.1144.4165.893.65
TimesNetParams=4.69M, FLOPs=25.01G, Steps=NA, Inference Time=0.02s2025.1137.43144.72.45
DiffwaveParams=24.56M, FLOPs=7.76T, Steps=200, Inference Time=4.64s2025.1128.23105.892.84
SSSDS4ImputerParams=24.63M, FLOPs=7.82T, Steps=200, Inference Time=46.17s2025.1123.6976.932.23
DeScoD-ECGParams=38.47M, FLOPs=5.54T, Steps=40, Inference Time=0.46s2025.1116.5452.710.98
MDFFParams=40.29M, FLOPs=5.91T, Steps=40, Inference Time=0.85s2025.117.2121.630.66