Lesia Semenova

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 9

Top Topics

Fundamental Principles

Machine Learning

Epileptic Seizures

Top Venues

Publications

Cynthia Rudin, Chudi Zhong, Lesia Semenova, Margo I. Seltzer, Ronald Parr, Jiachang Liu, Srikar Katta, Jon Donnelly, Harry Chen, Zachery Boner
Amazing Things Come From Having Many Good Models. CoRR (2024)
Lesia Semenova, Harry Chen, Ronald Parr, Cynthia Rudin
A Path to Simpler Models Starts With Noise. CoRR (2023)
Lesia Semenova, Harry Chen, Ronald Parr, Cynthia Rudin
A Path to Simpler Models Starts With Noise. NeurIPS (2023)
Chloe Qinyu Zhu, Muhang Tian, Lesia Semenova, Jiachang Liu, Jack Xu, Joseph Scarpa, Cynthia Rudin
Fast and Interpretable Mortality Risk Scores for Critical Care Patients. CoRR (2023)
Dennis Tang, Frank Willard, Ronan Tegerdine, Luke Triplett, Jon Donnelly, Luke Moffett, Lesia Semenova, Alina Jade Barnett, Jin Jing, Cynthia Rudin, M. Brandon Westover
ProtoEEGNet: An Interpretable Approach for Detecting Interictal Epileptiform Discharges. CoRR (2023)
Lesia Semenova, Cynthia Rudin, Ronald Parr
On the Existence of Simpler Machine Learning Models. FAccT (2022)
Alex Oesterling, Angikar Ghosal, Haoyang Yu, Rui Xin, Yasa Baig, Lesia Semenova, Cynthia Rudin
Multitask Learning for Citation Purpose Classification. CoRR (2021)
Cynthia Rudin, Chaofan Chen, Zhi Chen, Haiyang Huang, Lesia Semenova, Chudi Zhong
Interpretable Machine Learning: Fundamental Principles and 10 Grand Challenges. CoRR (2021)
Lesia Semenova, Cynthia Rudin
A study in Rashomon curves and volumes: A new perspective on generalization and model simplicity in machine learning. CoRR (2019)