Margo Seltzer
17 papers · 2017–2025 · 6 conferences · across top CS/AI conferences
Achievements
Jump to papers ↓+6 more ↓ Show less ↑
🌍 Conference Polyglot (6) 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🌉 Interdisciplinary Bridge 🏃 Academic Marathon (8)
🌍
Conference Polyglot
(6)
🏃
Academic Marathon
(8)
🐝
Cross-Pollinator
(13)
🤝
Dynamic Duo
(15)
💎
Century Club
(17)
🗃️
Keyword Collector
(63)
Conferences
NIPS (6)
ICML (5)
AAAI (2)
AISTATS (2)
JMLR (1)
MLHC (1)
Top co-authors
Keywords
decision tree
(5)
feature selection
(3)
interpretable machine learning
(3)
sparse optimization
(3)
interpretable model
(3)
combinatorial optimization
(3)
model selection
(2)
logistic regression
(2)
inductive learning
(2)
generalized additive model
(2)
rashomon set
(2)
variable importance
(2)
sparse model
(2)
dynamic programming
(2)
sparse regression
(1)
discrete optimization
(1)
branch and bound
(1)
k-means clustering
(1)
model interpretability
(1)
logistic loss
(1)
Papers
Near-Optimal Decision Trees in a SPLIT Second
ICML 2025
Leveraging Predictive Equivalence in Decision Trees
ICML 2025
Interpretable Generalized Additive Models for Datasets with Missing Values
NIPS 2024
Position: Amazing Things Come From Having Many Good Models
ICML 2024
Optimal Sparse Survival Trees
AISTATS 2024
Anomaly Detection in Human Brain via Inductive Learning on Temporal Multiplex Networks
MLHC 2023
Exploring and Interacting with the Set of Good Sparse Generalized Additive Models
NIPS 2023
CAT-Walk: Inductive Hypergraph Learning via Set Walks
NIPS 2023
Optimal Sparse Regression Trees
AAAI 2023
Fast Sparse Classification for Generalized Linear and Additive Models
AISTATS 2022
Exploring the Whole Rashomon Set of Sparse Decision Trees
NIPS 2022
FasterRisk: Fast and Accurate Interpretable Risk Scores
NIPS 2022
Fast Sparse Decision Tree Optimization via Reference Ensembles
AAAI 2022
Generalized and Scalable Optimal Sparse Decision Trees
ICML 2020
Optimal Sparse Decision Trees
NIPS 2019
Learning Certifiably Optimal Rule Lists for Categorical Data
JMLR 2018
Scalable Bayesian Rule Lists
ICML 2017