Free Lunch in the Forest: Functionally-Identical Pruning of Boosted Tree Ensembles

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Free Lunch in the Forest: Functionally-Identical Pruning of Boosted Tree Ensembles

28 August 2024

Alexandre Forel

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Papers citing "Free Lunch in the Forest: Functionally-Identical Pruning of Boosted Tree Ensembles"

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Title
OSSCAR: One-Shot Structured Pruning in Vision and Language Models with Combinatorial Optimization Xiang Meng Shibal Ibrahim Kayhan Behdin Hussein Hazimeh Natalia Ponomareva Rahul Mazumder VLM 90 8 0 02 Mar 2024
When Do Neural Nets Outperform Boosted Trees on Tabular Data? Duncan C. McElfresh Sujay Khandagale Jonathan Valverde C. VishakPrasad Ben Feuer Chinmay Hegde Ganesh Ramakrishnan Micah Goldblum Colin White LMTD 69 159 0 04 May 2023
Fast as CHITA: Neural Network Pruning with Combinatorial Optimization Riade Benbaki Wenyu Chen X. Meng Hussein Hazimeh Natalia Ponomareva Zhe Zhao Rahul Mazumder 95 30 0 28 Feb 2023
Simplification of Forest Classifiers and Regressors Atsuyoshi Nakamura Kento Sakurada 47 1 0 14 Dec 2022
ForestPrune: Compact Depth-Controlled Tree Ensembles Brian Liu Rahul Mazumder 60 5 0 31 May 2022
The Combinatorial Brain Surgeon: Pruning Weights That Cancel One Another in Neural Networks Xin Yu Thiago Serra Srikumar Ramalingam Shandian Zhe 79 49 0 09 Mar 2022
Improving the Accuracy-Memory Trade-Off of Random Forests Via Leaf-Refinement Sebastian Buschjäger K. Morik 56 3 0 19 Oct 2021
Optimal Counterfactual Explanations in Tree Ensembles Axel Parmentier Thibaut Vidal 52 54 0 11 Jun 2021
Born-Again Tree Ensembles Thibaut Vidal Toni Pacheco Maximilian Schiffer 117 54 0 24 Mar 2020
Lossless Compression of Deep Neural Networks Thiago Serra Abhinav Kumar Srikumar Ramalingam 73 56 0 01 Jan 2020
To tune or not to tune the number of trees in random forest? Philipp Probst A. Boulesteix 64 391 0 16 May 2017
A Random Forest Guided Tour Gérard Biau Erwan Scornet AI4TS 240 2,819 0 18 Nov 2015