| Zero Shot Health Trajectory Prediction Using Transformer | Jul 30, 2024 | ICU AdmissionICU Mortality | CodeCode Available | 2 |
| Uncertainty-Gated Stochastic Sequential Model for EHR Mortality Prediction | Mar 2, 2020 | ImputationMissing Values | CodeCode Available | 2 |
| Benchmarking machine learning models on multi-centre eICU critical care dataset | Oct 2, 2019 | BenchmarkingBIG-bench Machine Learning | CodeCode Available | 1 |
| MEME: Generating RNN Model Explanations via Model Extraction | Oct 15, 2020 | Decision Makingmodel | CodeCode Available | 1 |
| Self-Supervised Transformer for Sparse and Irregularly Sampled Multivariate Clinical Time-Series | Jul 29, 2021 | ImputationMortality Prediction | CodeCode Available | 1 |
| A Comprehensive Benchmark for COVID-19 Predictive Modeling Using Electronic Health Records in Intensive Care | Sep 16, 2022 | BenchmarkingDeep Learning | CodeCode Available | 1 |
| Efficient nonparametric statistical inference on population feature importance using Shapley values | Jun 16, 2020 | Feature ImportanceMortality Prediction | CodeCode Available | 1 |
| Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge Integration | Feb 8, 2021 | Length-of-Stay predictionMedical Diagnosis | CodeCode Available | 1 |
| ISeeU2: Visually Interpretable ICU mortality prediction using deep learning and free-text medical notes | May 19, 2020 | Deep LearningICU Mortality | CodeCode Available | 1 |
| MEME: Generating RNN Model Explanations via Model Extraction | Dec 13, 2020 | Decision Makingmodel | CodeCode Available | 1 |
| Multitask learning and benchmarking with clinical time series data | Mar 22, 2017 | BenchmarkingBIG-bench Machine Learning | CodeCode Available | 1 |
| MultiWave: Multiresolution Deep Architectures through Wavelet Decomposition for Multivariate Time Series Prediction | Jun 16, 2023 | Activity RecognitionDeep Learning | CodeCode Available | 1 |
| Temporal Pointwise Convolutional Networks for Length of Stay Prediction in the Intensive Care Unit | Jul 18, 2020 | Length-of-Stay predictionManagement | CodeCode Available | 1 |
| Explaining Latent Representations with a Corpus of Examples | Oct 28, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| Multimodal Pretraining of Medical Time Series and Notes | Dec 11, 2023 | Mortality PredictionSelf-Supervised Learning | CodeCode Available | 1 |
| Chest X-ray Foundation Model with Global and Local Representations Integration | Feb 7, 2025 | Mortality Prediction | CodeCode Available | 1 |
| ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent Collaboration | Oct 3, 2024 | Decision MakingLanguage Modeling | CodeCode Available | 1 |
| Deep Reinforcement Learning for Cost-Effective Medical Diagnosis | Feb 20, 2023 | Anomaly DetectionDeep Reinforcement Learning | CodeCode Available | 1 |
| General-Purpose Retrieval-Enhanced Medical Prediction Model Using Near-Infinite History | Oct 31, 2023 | feature selectionMortality Prediction | CodeCode Available | 1 |
| Hunting imaging biomarkers in pulmonary fibrosis: Benchmarks of the AIIB23 challenge | Dec 21, 2023 | Mortality PredictionPrognosis | CodeCode Available | 1 |
| MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining | Dec 27, 2020 | Mortality PredictionNatural Language Understanding | CodeCode Available | 1 |
| MedFuse: Multi-modal fusion with clinical time-series data and chest X-ray images | Jul 14, 2022 | Mortality PredictionPhenotype classification | CodeCode Available | 1 |
| Artificial neural networks condensation: A strategy to facilitate adaption of machine learning in medical settings by reducing computational burden | Dec 23, 2018 | Computational EfficiencyMortality Prediction | —Unverified | 0 |
| APRICOT-Mamba: Acuity Prediction in Intensive Care Unit (ICU): Development and Validation of a Stability, Transitions, and Life-Sustaining Therapies Prediction Model | Nov 3, 2023 | MambaMortality Prediction | —Unverified | 0 |
| A Kalman Filter Based Framework for Monitoring the Performance of In-Hospital Mortality Prediction Models Over Time | Feb 9, 2024 | Mortality Prediction | —Unverified | 0 |
