Search Results for author: Eran Halperin

Found 5 papers, 1 papers with code

Guided Discrete Diffusion for Electronic Health Record Generation

no code implementations18 Apr 2024 Zixiang Chen, Jun Han, YongQian Li, Yiwen Kou, Eran Halperin, Robert E. Tillman, Quanquan Gu

Electronic health records (EHRs) are a pivotal data source that enables numerous applications in computational medicine, e. g., disease progression prediction, clinical trial design, and health economics and outcomes research.

Data Augmentation

XAIQA: Explainer-Based Data Augmentation for Extractive Question Answering

no code implementations6 Dec 2023 Joel Stremmel, Ardavan Saeedi, Hamid Hassanzadeh, Sanjit Batra, Jeffrey Hertzberg, Jaime Murillo, Eran Halperin

Our method uses the idea of a classification model explainer to generate questions and answers about medical concepts corresponding to medical codes.

Data Augmentation Extractive Question-Answering +2

Surpassing GPT-4 Medical Coding with a Two-Stage Approach

no code implementations22 Nov 2023 Zhichao Yang, Sanjit Singh Batra, Joel Stremmel, Eran Halperin

Recent advances in large language models (LLMs) show potential for clinical applications, such as clinical decision support and trial recommendations.

Sentence

Extend and Explain: Interpreting Very Long Language Models

2 code implementations2 Sep 2022 Joel Stremmel, Brian L. Hill, Jeffrey Hertzberg, Jaime Murillo, Llewelyn Allotey, Eran Halperin

While Transformer language models (LMs) are state-of-the-art for information extraction, long text introduces computational challenges requiring suboptimal preprocessing steps or alternative model architectures.

ReFACTor: Practical Low-Rank Matrix Estimation Under Column-Sparsity

no code implementations22 May 2017 Matan Gavish, Regev Schweiger, Elior Rahmani, Eran Halperin

Various problems in data analysis and statistical genetics call for recovery of a column-sparse, low-rank matrix from noisy observations.

Cannot find the paper you are looking for? You can Submit a new open access paper.