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Awesome-Medicine-MLLM Awesome

This repo contains a curated list of papers using Large Language Models (LLMs) and Multi-Modal Models (MLLMs) for Medicine and Healthcare.
Template adapted from awesome-Implicit-NeRF-Robotics.

Please feel free to send me [pull requests] or email to add papers!

If you find this repository useful, please consider citing and STARing this list. Feel free to share it with others!


πŸ“Œ Overview


πŸ“‘ Surveys

Surveys

  • A Survey on Large Language Models in Medicine, arXiv, 2024.
    [Paper]

🧠 Reasoning

Reasoning

  • MedGPT-R: Enhancing Medical Reasoning in LLMs, NeurIPS 2024.
    [Paper] [Website]

πŸ₯ Clinical Planning

Clinical Planning

  • LLM-Clinical: Large Language Models for Clinical Decision Support, JAMA AI, 2024.
    [Paper] [Code]

πŸ–ΌοΈ Medical Imaging & Multimodal Analysis

Medical Imaging & Multimodal Analysis

  • MedVLM: Vision-Language Models for Radiology Reports, MICCAI, 2024.
    [Paper] [Code]

πŸ“œ Medical Text Processing

Medical Text Processing

  • EHR-GPT: Using LLMs for Electronic Health Record Analysis, AAAI, 2024.
    [Paper] [Code]

πŸ’Š Drug Discovery & Biomedical Research

Drug Discovery & Biomedical Research

  • BioGPT: A Transformer Model for Biomedical Text Mining, Nature Bioinformatics, 2024.
    [Paper] [Code]

πŸ—οΈ Simulation & Digital Twin

Simulation & Digital Twin

  • MedTwin: Digital Twin Modeling for Personalized Medicine, AI4Health, 2024.
    [Paper]

⚠️ Safety, Bias, and Adversarial Testing

Safety, Bias, and Adversarial Testing

  • AI Ethics in Medicine: Assessing Bias and Safety in Medical LLMs, arXiv, 2024.
    [Paper]

πŸ“Š Datasets & Benchmarks

Datasets & Benchmarks

  • MedQA: A Benchmark for LLMs in Medicine, arXiv, 2024.
    [Paper] [Website]

πŸ’Ύ Codes & Implementations

Codes & Implementations

  • OpenMed-LLM: An Open-Source Medical LLM, GitHub Repository, 2024.
    [Code]

πŸ“Œ Citation

Citation

If you find this repository useful, please consider citing this list:

@misc{medicine2024mllm, title = {Awesome-Medicine-MLLM}, author = {Your Name}, journal = {GitHub repository}, url = {https://github.com/YourRepo/Awesome-Medicine-MLLM}, year = {2024}, }

About

πŸ”₯A comprehensive list of papers using large language/multi-modal models for Medical scenario, including papers, codes, and related website.

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