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Lange, Jane
13 publications
COLT
2025
A Distributional-Lifting Theorem for PAC Learning
Guy Blanc
,
Jane Lange
,
Carmen Strassle
,
Li-Yang Tan
COLT
2025
Predicting Quantum Channels over General Product Distributions
Sitan Chen
,
Jaume de Dios Pont
,
Jun-Ting Hsieh
,
Hsin-Yuan Huang
,
Jane Lange
,
Jerry Li
NeurIPS
2025
Robust Learning of Halfspaces Under Log-Concave Marginals
Jane Lange
,
Arsen Vasilyan
NeurIPS
2023
Harnessing the Power of Choices in Decision Tree Learning
Guy Blanc
,
Jane Lange
,
Chirag Pabbaraju
,
Colin Sullivan
,
Li-Yang Tan
,
Mo Tiwari
ICML
2022
A Query-Optimal Algorithm for Finding Counterfactuals
Guy Blanc
,
Caleb Koch
,
Jane Lange
,
Li-Yang Tan
COLT
2022
On the Power of Adaptivity in Statistical Adversaries
Guy Blanc
,
Jane Lange
,
Ali Malik
,
Li-Yang Tan
COLT
2022
Open Problem: Properly Learning Decision Trees in Polynomial Time?
Guy Blanc
,
Jane Lange
,
Mingda Qiao
,
Li-Yang Tan
ICML
2022
Popular Decision Tree Algorithms Are Provably Noise Tolerant
Guy Blanc
,
Jane Lange
,
Ali Malik
,
Li-Yang Tan
IJCAI
2021
Politeness for the Theory of Algebraic Datatypes (Extended Abstract)
Ying Sheng
,
Yoni Zohar
,
Christophe Ringeissen
,
Jane Lange
,
Pascal Fontaine
,
Clark W. Barrett
NeurIPS
2021
Provably Efficient, Succinct, and Precise Explanations
Guy Blanc
,
Jane Lange
,
Li-Yang Tan
NeurIPS
2020
Estimating Decision Tree Learnability with Polylogarithmic Sample Complexity
Guy Blanc
,
Neha Gupta
,
Jane Lange
,
Li-Yang Tan
ICML
2020
Provable Guarantees for Decision Tree Induction: The Agnostic Setting
Guy Blanc
,
Jane Lange
,
Li-Yang Tan
NeurIPS
2020
Universal Guarantees for Decision Tree Induction via a Higher-Order Splitting Criterion
Guy Blanc
,
Neha Gupta
,
Jane Lange
,
Li-Yang Tan