Seltzer, Margo

16 publications

ICML 2025 Leveraging Predictive Equivalence in Decision Trees Hayden Mctavish, Zachery Boner, Jon Donnelly, Margo Seltzer, Cynthia Rudin

ICML 2025 Near-Optimal Decision Trees in a SPLIT Second Varun Babbar, Hayden Mctavish, Cynthia Rudin, Margo Seltzer

NeurIPS 2024 Interpretable Generalized Additive Models for Datasets with Missing Values Hayden McTavish, Jon Donnelly, Margo Seltzer, Cynthia Rudin

AISTATS 2024 Optimal Sparse Survival Trees Rui Zhang, Rui Xin, Margo Seltzer, Cynthia Rudin

ICML 2024 Position: Amazing Things Come from Having Many Good Models Cynthia Rudin, Chudi Zhong, Lesia Semenova, Margo Seltzer, Ronald Parr, Jiachang Liu, Srikar Katta, Jon Donnelly, Harry Chen, Zachery Boner

ICMLW 2023 ADMIRE++: Explainable Anomaly Detection in the Human Brain via Inductive Learning on Temporal Multiplex Networks Ali Behrouz, Margo Seltzer

MLHC 2023 Anomaly Detection in Human Brain via Inductive Learning on Temporal Multiplex Networks Ali Behrouz, Margo Seltzer

NeurIPS 2023 CAT-Walk: Inductive Hypergraph Learning via Set Walks Ali Behrouz, Farnoosh Hashemi, Sadaf Sadeghian, Margo Seltzer

NeurIPS 2023 Exploring and Interacting with the Set of Good Sparse Generalized Additive Models Chudi Zhong, Zhi Chen, Jiachang Liu, Margo Seltzer, Cynthia Rudin

AISTATS 2022 Fast Sparse Classification for Generalized Linear and Additive Models Jiachang Liu, Chudi Zhong, Margo Seltzer, Cynthia Rudin

NeurIPSW 2022 Anomaly Detection in Multiplex Dynamic Networks: From Blockchain Security to Brain Disease Prediction Ali Behrouz, Margo Seltzer

NeurIPS 2022 Exploring the Whole Rashomon Set of Sparse Decision Trees Rui Xin, Chudi Zhong, Zhi Chen, Takuya Takagi, Margo Seltzer, Cynthia Rudin

NeurIPS 2022 FasterRisk: Fast and Accurate Interpretable Risk Scores Jiachang Liu, Chudi Zhong, Boxuan Li, Margo Seltzer, Cynthia Rudin

ICML 2020 Generalized and Scalable Optimal Sparse Decision Trees Jimmy Lin, Chudi Zhong, Diane Hu, Cynthia Rudin, Margo Seltzer

NeurIPS 2019 Optimal Sparse Decision Trees Xiyang Hu, Cynthia Rudin, Margo Seltzer

ICML 2017 Scalable Bayesian Rule Lists Hongyu Yang, Cynthia Rudin, Margo Seltzer