Jane Lange
12 papers · 2020–2025 · 4 conferences · across top CS/AI conferences
Achievements
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🏃 Academic Marathon (5) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐝 Cross-Pollinator (10) 🌍 Conference Polyglot (4)
🏆
Keyword Champion
(3)
🤝
Dynamic Duo
(10)
❓
The Questioner
💎
Century Club
(12)
Conferences
COLT (4)
NIPS (4)
ICML (3)
IJCAI (1)
Top co-authors
Keywords
decision tree learning
(3)
decision tree
(3)
formal methods
(1)
statistical query
(1)
agnostic learning
(1)
adaptive adversary
(1)
query complexity
(1)
noise tolerance
(1)
greedy algorithm
(1)
local explanation
(1)
automated reasoning
(1)
membership query
(1)
sample complexity
(1)
polynomial time algorithm
(1)
model explanation
(1)
counterfactual explanation
(1)
approximation guarantee
(1)
black-box model
(1)
proper learning
(1)
active learning
(1)
Papers
Predicting quantum channels over general product distributions
COLT 2025
A Distributional-Lifting Theorem for PAC Learning
COLT 2025
Harnessing the power of choices in decision tree learning
NIPS 2023
Popular decision tree algorithms are provably noise tolerant
ICML 2022
On the power of adaptivity in statistical adversaries
COLT 2022
Open Problem: Properly learning decision trees in polynomial time?
COLT 2022
A query-optimal algorithm for finding counterfactuals
ICML 2022
Politeness for the Theory of Algebraic Datatypes (Extended Abstract)
IJCAI 2021
Provably efficient, succinct, and precise explanations
NIPS 2021
Provable guarantees for decision tree induction: the agnostic setting
ICML 2020
Universal guarantees for decision tree induction via a higher-order splitting criterion
NIPS 2020
Estimating decision tree learnability with polylogarithmic sample complexity
NIPS 2020