Multimodal Pretraining of Medical Time Series and Notes

11 December 2023

Papers citing "Multimodal Pretraining of Medical Time Series and Notes"

8 / 8 papers shown

Title
Multimodal Fusion of Glucose Monitoring and Food Imagery for Caloric Content Prediction Adarsh Kumar 7 0 0 13 May 2025
MEDS-Tab: Automated tabularization and baseline methods for MEDS datasets Nassim Oufattole Teya Bergamaschi Aleksia Kolo Hyewon Jeong Hanna Gaggin Collin M. Stultz Matthew B. A. McDermott 38 1 0 31 Oct 2024
An Efficient Contrastive Unimodal Pretraining Method for EHR Time Series Data Ryan N. King Shivesh Kodali Conrad Krueger Tianbao Yang Bobak J. Mortazavi AI4TS 13 0 0 11 Oct 2024
From Basic to Extra Features: Hypergraph Transformer Pretrain-then-Finetuning for Balanced Clinical Predictions on EHR Ran Xu Yiwen Lu Chang Liu Yong Chen Yan Sun Xiao Hu Joyce C. Ho Carl Yang 38 1 0 09 Jun 2024
Global Contrastive Training for Multimodal Electronic Health Records with Language Supervision Yingbo Ma Suraj Kolla Zhenhong Hu Dhruv Kaliraman Victoria Nolan ... Jeremy A. Balch Tyler J. Loftus Parisa Rashidi A. Bihorac B. Shickel AI4TS 25 1 0 10 Apr 2024
Large Language Models for Time Series: A Survey Xiyuan Zhang Ranak Roy Chowdhury Rajesh K. Gupta Jingbo Shang AI4TS 77 54 0 02 Feb 2024
Event-Based Contrastive Learning for Medical Time Series Hyewon Jeong Nassim Oufattole Matthew B. A. McDermott Aparna Balagopalan P. Chandak Marzyeh Ghassemi Collin M. Stultz 13 4 0 16 Dec 2023
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,412 0 11 Nov 2021