ChronoFormer: Time-Aware Transformer Architectures for Structured Clinical Event Modeling

10 April 2025

Papers citing "ChronoFormer: Time-Aware Transformer Architectures for Structured Clinical Event Modeling"

20 / 20 papers shown

Title
Clinical ModernBERT: An efficient and long context encoder for biomedical text Simon A. Lee Anthony Wu Jeffrey N. Chiang MedIm 84 5 0 04 Apr 2025
When Raw Data Prevails: Are Large Language Model Embeddings Effective in Numerical Data Representation for Medical Machine Learning Applications? Yanjun Gao Skatje Myers Shan Chen Dmitriy Dligach Timothy A Miller Danielle S. Bitterman M. Churpek Majid Afshar 69 8 0 15 Aug 2024
Text Serialization and Their Relationship with the Conventional Paradigms of Tabular Machine Learning Kyoka Ono Simon A. Lee LMTD 41 7 0 19 Jun 2024
Predictive Modeling with Temporal Graphical Representation on Electronic Health Records Jiayuan Chen Changchang Yin Yuanlong Wang Ping Zhang 75 5 0 07 May 2024
Can Large Language Models abstract Medical Coded Language? Simon A. Lee Timothy Lindsey ELM LM&MA 74 11 0 16 Mar 2024
Emergency Department Decision Support using Clinical Pseudo-notes Simon A. Lee Sujay Jain Alex Chen Kyoka Ono Jennifer Fang Á. Rudas Jeffrey N. Chiang 68 12 0 31 Jan 2024
TabLLM: Few-shot Classification of Tabular Data with Large Language Models S. Hegselmann Alejandro Buendia Hunter Lang Monica Agrawal Xiaoyi Jiang David Sontag LMTD 115 231 0 19 Oct 2022
Should You Mask 15% in Masked Language Modeling? Alexander Wettig Tianyu Gao Zexuan Zhong Danqi Chen CVBM 67 166 0 16 Feb 2022
GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records Xi Yang Aokun Chen Nima M. Pournejatian Hoo-Chang Shin Kaleb E. Smith ... Duane A. Mitchell W. Hogan E. Shenkman Jiang Bian Yonghui Wu AI4MH LM&MA 75 536 0 02 Feb 2022
CEHR-BERT: Incorporating temporal information from structured EHR data to improve prediction tasks Chao Pang Xinzhuo Jiang Krishna S. Kalluri M. Spotnitz Ruijun Chen A. Perotte Karthik Natarajan OOD 40 62 0 10 Nov 2021
Hi-BEHRT: Hierarchical Transformer-based model for accurate prediction of clinical events using multimodal longitudinal electronic health records Yikuan Li M. Mamouei G. Salimi-Khorshidi Shishir Rao A. Hassaine D. Canoy Thomas Lukasiewicz K. Rahimi 76 80 0 21 Jun 2021
Med-BERT: pre-trained contextualized embeddings on large-scale structured electronic health records for disease prediction L. Rasmy Yang Xiang Z. Xie Cui Tao Degui Zhi AI4MH LM&MA 99 691 0 22 May 2020
Language Models Are An Effective Patient Representation Learning Technique For Electronic Health Record Data E. Steinberg Kenneth Jung Jason Alan Fries Conor K. Corbin Stephen Pfohl N. Shah 79 109 0 06 Jan 2020
TAPER: Time-Aware Patient EHR Representation Sajad Darabi Mohammad Kachuee Shayan Fazeli Majid Sarrafzadeh 36 57 0 11 Aug 2019
BEHRT: Transformer for Electronic Health Records Yikuan Li Shishir Rao J. R. A. Solares A. Hassaine D. Canoy Yajie Zhu K. Rahimi G. Salimi-Khorshidi OOD 107 461 0 22 Jul 2019
Publicly Available Clinical BERT Embeddings Emily Alsentzer John R. Murphy Willie Boag W. Weng Di Jin Tristan Naumann Matthew B. A. McDermott AI4MH 156 1,979 0 06 Apr 2019
BioBERT: a pre-trained biomedical language representation model for biomedical text mining Jinhyuk Lee Wonjin Yoon Sungdong Kim Donghyeon Kim Sunkyu Kim Chan Ho So Jaewoo Kang OOD 156 5,659 0 25 Jan 2019
Deep EHR: A Survey of Recent Advances in Deep Learning Techniques for Electronic Health Record (EHR) Analysis B. Shickel P. Tighe A. Bihorac Parisa Rashidi BDL 91 1,117 0 12 Jun 2017
Gate-Variants of Gated Recurrent Unit (GRU) Neural Networks Rahul Dey F. Salem 125 1,401 0 20 Jan 2017
RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism Edward Choi M. T. Bahadori Joshua A. Kulas A. Schuetz Walter F. Stewart Jimeng Sun AI4TS 121 1,247 0 19 Aug 2016