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Papers
Privately Learning Decision Lists and a Differentially Private Winnow
ALT 2026
A General Theoretical Framework for Learning Smallest Interpretable Models
AAAI 2024
Partially Interpretable Models with Guarantees on Coverage and Accuracy
ALT 2024
Sample Complexity Bounds for Robustly Learning Decision Lists against Evasion Attacks
IJCAI 2022
Contextual explanation rules for neural clinical classifiers
NAACL 2021
On the Hardness of Robust Classification
JMLR 2021
Reasoning-Based Learning of Interpretable ML Models
IJCAI 2021
An Optimization Approach to Learning Falling Rule Lists
AISTATS 2018
Learning Cost-Effective and Interpretable Treatment Regimes
AISTATS 2017
Attribute-Efficient Learning andWeight-Degree Tradeoffs for Polynomial Threshold Functions
COLT 2012
Attribute-efficient learning of decision lists and linear threshold functions under unconcentrated distributions
NeurIPS 2006
Toward Attribute Efficient Learning of Decision Lists and Parities
JMLR 2006
Learning with Decision Lists of Data-Dependent Features
JMLR 2005
On Online Learning of Decision Lists
JMLR 2002