Cross-Modal Contrastive Learning

1. UNIMO: Towards Unified-Modal Understanding and Generation via Cross-Modal Contrastive Learning

2. COOT: Cooperative Hierarchical Transformer for Video-Text Representation Learning

Multimodal-Healthcare-Papers

Survey

1. A guide to deep learning in healthcare

NLP

2. Scalable and accurate deep learning with electronic health records

Mimic-III Dataset Related

3. Doctor AI: Predicting Clinical Events via Recurrent Neural Networks

4. GRAM: Graph-based Attention Model for Healthcare Representation Learning

5. Opportunities and challenges in developing deep learning models using electronic health records data: a systematic review

6. ClinicalBert: Modeling Clinical Notes and Predicting Hospital Readmission

7. GAMENet: Graph Augmented MEmory Networks for Recommending Medication Combination

8. Knowledge Guided Multi-instance Multi-label Learning via Neural Networks in Medicines Prediction

9. Towards Automatic Generation of Shareable Synthetic Clinical Notes Using Neural Language Models

10. MNN: Multimodal Attentional Neural Networks for Diagnosis Prediction

Mimic-III Related ICD-9 code

1. ICD-9 code for diseases

2. ICD-9 code for procedures