MIMIC-IV

MIMIC-IV is a publicly available critical care database that contains de-identified health data from ICU patients, used to evaluate predictive models for early sepsis detection.

Papers using MIMIC-IV (9)

Profiling Privacy Preservation Against Gradient Inversion Attacks in Tabular Federated Learning2026Conditional Imputation for Within-Modality Missingness in Multi-Modal Federated Learning2026A federated learning framework with knowledge graph and temporal transformer for early sepsis prediction in multi-center ICUs2026Trustworthy Blockchain-based Federated Learning for Electronic Health Records: Securing Participant Identity with Decentralized Identifiers and Verifiable Credentials2026A Comparative Benchmark of Federated Learning Strategies for Mortality Prediction on Heterogeneous and Imbalanced Clinical Data2025Federated Markov Imputation: Privacy-Preserving Temporal Imputation in Multi-Centric ICU Environments2025Federated Learning for ICD Classification with Lightweight Models and Pretrained Embeddings2025Federated Timeline Synthesis: Scalable and Private Methodology For Model Training and Deployment2025Federated Learning of Medical Concepts Embedding using BEHRT2023 · 1 cites