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Properly learning decision trees in almost polynomial time
v1v2 (latest)

Properly learning decision trees in almost polynomial time

IEEE Annual Symposium on Foundations of Computer Science (FOCS), 2021
1 September 2021
Guy Blanc
Jane Lange
Mingda Qiao
Li-Yang Tan
ArXiv (abs)PDFHTMLGithub

Papers citing "Properly learning decision trees in almost polynomial time"

17 / 17 papers shown
Limitations of Membership Queries in Testable Learning
Limitations of Membership Queries in Testable LearningInformation Technology Convergence and Services (ITCS), 2025
Jane Lange
Mingda Qiao
94
0
0
01 Dec 2025
Actively Learning Halfspaces without Synthetic Data
Actively Learning Halfspaces without Synthetic Data
Hadley Black
Kasper Green Larsen
A. Mazumdar
B. Saha
Geelon So
125
0
0
25 Sep 2025
Policy-Oriented Binary Classification: Improving (KD-)CART Final Splits for Subpopulation Targeting
Policy-Oriented Binary Classification: Improving (KD-)CART Final Splits for Subpopulation Targeting
Lei Bill Wang
Zhenbang Jiao
Fangyi Wang
345
0
0
20 Feb 2025
Discovering Data Structures: Nearest Neighbor Search and Beyond
Discovering Data Structures: Nearest Neighbor Search and Beyond
Omar Salemohamed
Laurent Charlin
Shivam Garg
Willie Neiswanger
Gregory Valiant
FedML
394
0
0
05 Nov 2024
Fast decision tree learning solves hard coding-theoretic problems
Fast decision tree learning solves hard coding-theoretic problemsIEEE Annual Symposium on Foundations of Computer Science (FOCS), 2024
Caleb M. Koch
Carmen Strassle
Li-Yang Tan
233
1
0
19 Sep 2024
On the Computational Landscape of Replicable Learning
On the Computational Landscape of Replicable Learning
Alkis Kalavasis
Amin Karbasi
Grigoris Velegkas
Felix Y. Zhou
276
7
0
24 May 2024
Towards a theory of model distillation
Towards a theory of model distillation
Enric Boix-Adserà
FedMLVLM
305
14
0
14 Mar 2024
Agnostically Learning Multi-index Models with Queries
Agnostically Learning Multi-index Models with Queries
Ilias Diakonikolas
Daniel M. Kane
Vasilis Kontonis
Christos Tzamos
Nikos Zarifis
299
9
0
27 Dec 2023
Harnessing the Power of Choices in Decision Tree Learning
Harnessing the Power of Choices in Decision Tree LearningNeural Information Processing Systems (NeurIPS), 2023
Guy Blanc
Jane Lange
Chirag Pabbaraju
Colin D. Sullivan
Li-Yang Tan
Mo Tiwari
215
2
0
02 Oct 2023
Properly Learning Decision Trees with Queries Is NP-Hard
Properly Learning Decision Trees with Queries Is NP-HardIEEE Annual Symposium on Foundations of Computer Science (FOCS), 2023
Caleb M. Koch
Carmen Strassle
Li-Yang Tan
275
9
0
09 Jul 2023
Agnostic proper learning of monotone functions: beyond the black-box
  correction barrier
Agnostic proper learning of monotone functions: beyond the black-box correction barrierIEEE Annual Symposium on Foundations of Computer Science (FOCS), 2023
Jane Lange
Arsen Vasilyan
288
7
0
05 Apr 2023
Lifting uniform learners via distributional decomposition
Lifting uniform learners via distributional decompositionSymposium on the Theory of Computing (STOC), 2023
Guy Blanc
Jane Lange
Ali Malik
Li-Yang Tan
FedML
218
6
0
27 Mar 2023
Superpolynomial Lower Bounds for Decision Tree Learning and Testing
Superpolynomial Lower Bounds for Decision Tree Learning and TestingACM-SIAM Symposium on Discrete Algorithms (SODA), 2022
Caleb M. Koch
Carmen Strassle
Li-Yang Tan
349
10
0
12 Oct 2022
Efficient Quantum Agnostic Improper Learning of Decision Trees
Efficient Quantum Agnostic Improper Learning of Decision TreesInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2022
Sagnik Chatterjee
Tharrmashastha SAPV
Debajyoti Bera
394
2
0
01 Oct 2022
Open Problem: Properly learning decision trees in polynomial time?
Open Problem: Properly learning decision trees in polynomial time?
Guy Blanc
Jane Lange
Mingda Qiao
Li-Yang Tan
100
0
0
29 Jun 2022
Popular decision tree algorithms are provably noise tolerant
Popular decision tree algorithms are provably noise tolerantInternational Conference on Machine Learning (ICML), 2022
Guy Blanc
Jane Lange
Ali Malik
Li-Yang Tan
NoLa
142
7
0
17 Jun 2022
Reconstructing decision trees
Reconstructing decision treesInternational Colloquium on Automata, Languages and Programming (ICALP), 2020
Guy Blanc
Jane Lange
Li-Yang Tan
300
1
0
16 Dec 2020
1
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