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Papers Benchmarks Datasets Tasks

MIMIC dataset and benchmarks – Page 18 · SOTA2 Research

Research Datasets

MIMIC

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Irregular Multivariate Time Series Forecasting

MIMIC-IV 36-12 horizon

-1.201NJNLL

4

Irregular Multivariate Time Series Forecasting

MIMIC-IV 36-3* horizon

-2.113NJNLL

4

Irregular Multivariate Time Series Forecasting

MIMIC-III 24-24 horizon

-0.112njNLL

4

Irregular Multivariate Time Series Forecasting

MIMIC-III 36-3* horizon

-0.574njNLL

4

Time-to-deterioration prediction

MIMIC-III (test)

0.821C-index

4

Policy Overlap and Agreement

MIMIC-Real

31.6Jaccard Overlap (k=5%)

4

Treatment outcome classification

MIMIC-IV

98F1 Score

4

Jailbreaking an Agent

MIMIC-III

63.45TCPS (s)

4

Discriminability (C2ST)

MIMIC-III (test)

58.2AUC (Logistic)

4

EHR Generation Fidelity

MIMIC-III

0.036MMD

4

Class-level unlearning

MIMIC-IV (val)

0.04Forget F1

4

Clinical Classification

MIMIC-IV (test)

47.22F1 Score

4

Offline Reinforcement Learning Policy Evaluation

MIMIC-III and MIMIC-IV (offline)

0.87FQE Score

4

Switch-readiness prediction

MIMIC (test)

88.2AUROC

4

Event Count Estimation

MIMIC-IV

46Event Count Estimate

4

Time Gap Estimation

MIMIC-IV

0.01Time Gap

4

MIMIC-III ICU → Newborn (test)

1.71OOD Ratio

4

Time-to-Event Clinical Outcomes Prediction

MIMIC Site 1

0.85C-Index

4

ICD-9 Group 7 (Respiratory Diseases) Prediction

MIMIC-III

0.682Accuracy

4

ICD-9 Group 1 (Neoplasms) Prediction

MIMIC-III

0.914Accuracy

4

Mortality Prediction

MIMIC III

77.89Accuracy

4

Primary Diagnosis Prediction

MIMIC-IV (test)

66.8Top-1 Acc

4

Membership Inference Attack

MIMIC-IV

99.8AUC

4

Factual Consistency Evaluation

MIMIC-IV-Ext-BHC

37.4First Rank

4

Explanation Accuracy

MIMIC-II v111 (test)

70.59Average F1 Score

4

Page 18 of 22

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