Cynthia Rudin

MedicineComputer Science

Pilot corpus only

This score is computed over theSindex pilot corpus and does not cover the full scientific literature. Scores are relative to papers we have ingested — papers, authors, and institutions outside the pilot are not represented. Methodology.

Top 100%percentile

0Author DataRank

Indexed papers

0in pilot corpus

datarank_citation_only_1hop_v6· scope data_onlyMethodology

Papers

Driven by 30 papers. Top paper: “Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead”.

Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead

Nature Machine Intelligence(2019)10.1038/s42256-019-0048-x

N/A

1.4DataRank · unranked

8443 citations

Cynthia Rudin

Improving Clinician Performance in Classifying EEG Patterns on the Ictal–Interictal Injury Continuum Using Interpretable Machine Learning

NEJM AI(2024)10.1056/aioa2300331

N/A

0.510DataRank · unranked

29 citations

Zhicheng Guo, Jin Jing, Wendong Ge, Peter W. Kaplan, Wan Yee Kong +10 more

Effects of epileptiform activity on discharge outcome in critically ill patients in the USA: a retrospective cross-sectional study

The Lancet Digital Health(2023)10.1016/s2589-7500(23)00088-2

N/A

0.500DataRank · unranked

27 citations

Kentaro Hoffman, Haoqi Sun, Sahar F. Zafar, Wendong Ge, Jin Jing +7 more

SiamQuality: a ConvNet-based foundation model for photoplethysmography signals

Physiological Measurement(2024)10.1088/1361-6579/ad6747

N/A

0.470DataRank · unranked

22 citations

Zhicheng Guo, Zhaoliang Chen, Randall J. Lee, Cynthia Rudin, Xiao Hu +1 more

Sparse learned kernels for interpretable and efficient medical time series processing

arXiv (Cornell University)(2023)10.48550/arxiv.2307.05385

N/A

0.208DataRank · unranked

3 citations

Zhicheng Guo, Cheng Ding, Xiao Hu, Cynthia Rudin, Sully F. Chen

Impact of Cannabis Use on Immune Cell Populations and the Viral Reservoir in People With HIV on Suppressive Antiretroviral Therapy

The Journal of Infectious Diseases(2023)10.1093/infdis/jiad364

N/A

0DataRank · unranked

14 citations

Alicia D. Volkheimer, Lesia Semenova, Ethan Wu, Alexander Richardson, Manickam Ashokkumar +6 more

Exploring and Interacting with the Set of Good Sparse Generalized Additive Models

PubMed(2023)10.48550/arxiv.2303.16047

N/A

0DataRank · unranked

1 citations

Zhi Chen, Jiachang Liu, Margo Seltzer, Cynthia Rudin, Chudi Zhong

A Path to Simpler Models Starts With Noise

PubMed(2023)10.48550/arxiv.2310.19726

N/A

0DataRank · unranked

1 citations

Harry Chen, Ronald Parr, Cynthia Rudin, Lesia Semenova

OKRidge: Scalable Optimal k-Sparse Ridge Regression

PubMed(2023)10.48550/arxiv.2304.06686

N/A

0DataRank · unranked

1 citations

Sam Rosen, Chudi Zhong, Cynthia Rudin, Jiachang Liu

Machine learning approaches identify immunologic signatures of total and intact HIV DNA during long-term antiretroviral therapy

bioRxiv (Cold Spring Harbor Laboratory)(2023)10.1101/2023.11.16.567386

N/A

0DataRank · unranked

1 citations

Yingfan Wang, Shane D. Falcinelli, Nancie M. Archin, Alicia D. Volkheimer, David M. Margolis +5 more

Fast and Interpretable Mortality Risk Scores for Critical Care Patients

arXiv (Cornell University)(2023)10.48550/arxiv.2311.13015

N/A

0DataRank · unranked

1 citations

Muhang Tian, Lesia Semenova, Jiachang Liu, Jack Xu, Joseph R. Scarpa +2 more

Interpretable Causal Inference for Analyzing Wearable, Sensor, and Distributional Data

arXiv (Cornell University)(2023)10.48550/arxiv.2312.10569

N/A

0DataRank · unranked

1 citations

Harsh Parikh, Cynthia Rudin, Alexander Volfovsky, Srikar Katta

How Many Patients Do You Need? Investigating Trial Designs for Anti-Seizure Treatment in Acute Brain Injury Patients

medRxiv(2023)10.1101/2023.08.21.23294339

N/A

0DataRank · unranked

0 citations

Haoqi Sun, Rajesh Amerineni, Eric S. Rosenthal, Alexander Volfovsky, Cynthia Rudin +3 more

The Rashomon Importance Distribution: Getting RID of Unstable, Single Model-based Variable Importance

arXiv (Cornell University)(2023)10.48550/arxiv.2309.13775

N/A

0DataRank · unranked

0 citations

Srikar Katta, Cynthia Rudin, Edward P. Browne, Jon Donnelly

Reconsideration on evaluation of machine learning models in continuous monitoring using wearables

arXiv (Cornell University)(2023)10.48550/arxiv.2312.02300

N/A

0DataRank · unranked

0 citations

Zhicheng Guo, Cynthia Rudin, Ran Xiao, Fadi Nahab, Xiao Hu +1 more

Sparse learned kernels for interpretable and efficient medical time series processing

Nature Machine Intelligence(2024)10.1038/s42256-024-00898-4

N/A

0DataRank · unranked

11 citations

Zhicheng Guo, Cheng Ding, Xiao Hu, Cynthia Rudin, Sully F. Chen

Learning From Alarms: A Robust Learning Approach for Accurate Photoplethysmography-Based Atrial Fibrillation Detection Using Eight Million Samples Labeled With Imprecise Arrhythmia Alarms

IEEE Journal of Biomedical and Health Informatics(2024)10.1109/jbhi.2024.3360952

N/A

0DataRank · unranked

5 citations

Zhicheng Guo, Cynthia Rudin, Ran Xiao, Amit Shah, Duc H. +5 more

Machine learning approaches identify immunologic signatures of total and intact HIV DNA during long-term antiretroviral therapy

eLife(2024)10.7554/elife.94899

N/A

0DataRank · unranked

4 citations

Yingfan Wang, Shane D. Falcinelli, Nancie M. Archin, Alicia D. Volkheimer, David M. Margolis +5 more

How many patients do you need? Investigating trial designs for anti‐seizure treatment in acute brain injury patients

Annals of Clinical and Translational Neurology(2024)10.1002/acn3.52059

N/A

0DataRank · unranked

4 citations

Haoqi Sun, Rajesh Amerineni, Eric S. Rosenthal, Alexander Volfovsky, Cynthia Rudin +3 more

Fast and interpretable mortality risk scores for critical care patients

Journal of the American Medical Informatics Association(2024)10.1093/jamia/ocae318

N/A

0DataRank · unranked

3 citations

Muhang Tian, Lesia Semenova, Jiachang Liu, Jack Junchi Xu, Joseph R. Scarpa +2 more

Optimal Sparse Survival Trees

PubMed(2024)10.48550/arxiv.2401.15330

N/A

0DataRank · unranked

1 citations

Rui Xin, Margo Seltzer, Cynthia Rudin, Rui Zhang

FastSurvival: Hidden Computational Blessings in Training Cox Proportional Hazards Models

arXiv (Cornell University)(2024)10.48550/arxiv.2410.19081

N/A

0DataRank · unranked

0 citations

Rui Zhang, Cynthia Rudin, Jiachang Liu

Interpretable Generalized Additive Models for Datasets with Missing Values

arXiv (Cornell University)(2024)10.48550/arxiv.2412.02646

N/A

0DataRank · unranked

0 citations

Jon Donnelly, Margo Seltzer, Cynthia Rudin, Hayden McTavish

dame-flame: A Python Package Providing Fast Interpretable Matching for Causal Inference

Journal of Statistical Software(2025)10.18637/jss.v113.i02

N/A

0DataRank · unranked

1 citations

Vittorio Orlandi, Chia‐Rui Chang, Tianyu Wang, Marco Morucci, Pritam Dey +7 more

Leveraging Predictive Equivalence in Decision Trees

arXiv (Cornell University)(2025)10.48550/arxiv.2506.14143

N/A

0DataRank · unranked

1 citations

Zachery Boner, Jon Donnelly, Margo Seltzer, Cynthia Rudin, Hayden McTavish

Doctor Rashomon and the UNIVERSE of Madness: Variable Importance with Unobserved Confounding and the Rashomon Effect

arXiv (Cornell University)(2025)10.48550/arxiv.2510.12734

N/A

0DataRank · unranked

0 citations

Srikar Katta, Emanuele Borgonovo, Cynthia Rudin, Jon Donnelly

Towards a comprehensive evaluation of dimension reduction methods for transcriptomic data visualization

Communications Biology(2022)10.1038/s42003-022-03628-x

N/A

0DataRank · unranked

144 citations

Yingfan Wang, Cynthia Rudin, Edward P. Browne, Haiyang Huang

TimberTrek: Exploring and Curating Sparse Decision Trees with Interactive Visualization

(2022)10.1109/vis54862.2022.00021

N/A

0DataRank · unranked

22 citations

Chudi Zhong, Rui Xin, T. Takagi, Zhi Chen, Duen Horng Chau +3 more

Learning From Alarms: A Robust Learning Approach for Accurate Photoplethysmography-Based Atrial Fibrillation Detection using Eight Million Samples Labeled with Imprecise Arrhythmia Alarms

arXiv (Cornell University)(2022)10.48550/arxiv.2211.03333

N/A

0DataRank · unranked

2 citations

Zhicheng Guo, Cynthia Rudin, Xiao, Ran, Amit Shah, Do, Duc H. +5 more

Integrated single-cell multiomic analysis of HIV latency reversal reveals novel regulators of viral reactivation

bioRxiv (Cold Spring Harbor Laboratory)(2022)10.1101/2022.07.26.501558

N/A

0DataRank · unranked

0 citations

Jackson J. Peterson, Yuriko Harigaya, David M. Murdoch, David M. Margolis, Alex Oesterling +5 more