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Outcome Forecasting on Semi-synthetic MIMIC-IV sepsis (test)

0.1RMSEIGC-NET
0.05080.38290.7151.0471Apr 28, 2026

Evaluation results

MethodLinks
IGC-NETForecast horizon (s)=1, Data assimilation time (tc)=1 hour, Number of runs=52026.040.1
OBSNODEForecast horizon (s)=1, Data assimilation time (tc)=1 hour, Number of runs=52026.040.13
OBSNODEForecast horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.040.21
IGC-NETForecast horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.040.21
OBSNODEForecast horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.040.25
IGC-NETForecast horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.040.25
OBSNODEForecast horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.040.27
IGC-NETForecast horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.040.29
OBSNODEForecast horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.040.3
OBSNODEForecast horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.040.33
OPTABForecast horizon (s)=1, Data assimilation time (tc)=1 hour, Number of runs=52026.040.34
IGC-NETForecast horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.040.34
SCIP-NETForecast horizon (s)=1, Data assimilation time (tc)=1 hour, Number of runs=52026.040.34
OPTABForecast horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.040.35
IGC-NETForecast horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.040.38
OPTABForecast horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.040.41
OPTABForecast horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.040.42
OPTABForecast horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.040.44
OPTABForecast horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.040.45
SCIP-NETForecast horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.040.73
SCIP-NETForecast horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.041.32
SCIP-NETForecast horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.041.32
SCIP-NETForecast horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.041.32
SCIP-NETForecast horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.041.33