Prognostics on XJTU-SY (MSE, Average rank) benchmark leaderboard · SOTA2 Research

Prognostics on XJTU-SY (MSE, Average rank)

6.8MSELSTM

Evaluation Results

Method	Links
LSTM2026.06		6.8	3.83
CF2026.06		7.5	5
TabPFN2026.06		7.55	3.5
TabDPT2026.06		8.63	3.33
XGBoost2026.06		9.04	6.17
TiDE2026.06		9.68	5
PTST2026.06		9.8	10.33
Exp2026.06		11.21	9.5
STF2026.06		13.79	6.17
CNN-1D2026.06		14.34	8.33
MLP2026.06		14.8	10.5
TST2026.06		16.52	6.83
Linear2026.06		107.37	12.5
LSTM2026.06		123,688.33	3.83
CF2026.06		149,462.6	5
TabPFN2026.06		158,581.64	3.5
TabDPT2026.06		163,786.3	3.33
XGBoost2026.06		176,032.7	6.17
PTST2026.06		182,128.52	10.17
TiDE2026.06		194,915.73	5.17
Exp2026.06		228,864.76	9.5
CNN-1D2026.06		254,182.17	8.17
STF2026.06		275,295.87	6.33
MLP2026.06		287,760.52	10.5
TST2026.06		331,603.13	6.83
Linear2026.06		1,877,895.28	12.5