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ResearchFormerly WizWand

Causal Outcome Forecasting on MIMIC-IV sepsis (ALT)

0.06RMSEIGC-NET
-0.02720.56141.151.7386Apr 28, 2026
Updated 6mo ago

Evaluation results

MethodLinks
IGC-NETPrediction horizon (s)=1, Data assimilation time (tc)=1 hour, Number of runs=52026.040.06
OBSNODEPrediction horizon (s)=1, Data assimilation time (tc)=1 hour, Number of runs=52026.040.09
OBSNODEPrediction horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.040.22
OBSNODEPrediction horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.040.27
OBSNODEPrediction horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.040.33
IGC-NETPrediction horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.040.36
OBSNODEPrediction horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.040.39
IGC-NETPrediction horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.040.41
OBSNODEPrediction horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.040.47
OPTABPrediction horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.040.54
IGC-NETPrediction horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.040.64
OPTABPrediction horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.040.65
OPTABPrediction horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.040.67
OPTABPrediction horizon (s)=1, Data assimilation time (tc)=1 hour, Number of runs=52026.040.72
OPTABPrediction horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.040.76
SCIP-NETPrediction horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.040.77
SCIP-NETPrediction horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.040.81
IGC-NETPrediction horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.040.9
OPTABPrediction horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.041.25
IGC-NETPrediction horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.041.34
SCIP-NETPrediction horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.041.45
SCIP-NETPrediction horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.041.51
SCIP-NETPrediction horizon (s)=1, Data assimilation time (tc)=1 hour, Number of runs=52026.041.75
SCIP-NETPrediction horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.042.24