Born-Again Tree Ensembles

24 March 2020

Papers citing "Born-Again Tree Ensembles"

29 / 29 papers shown

Title
From Counterfactuals to Trees: Competitive Analysis of Model Extraction Attacks Awa Khouna Julien Ferry Thibaut Vidal AAML 44 0 0 07 Feb 2025
Minimising changes to audit when updating decision trees Anj Simmons Scott Barnett Anupam Chaudhuri Sankhya Singh Shangeetha Sivasothy 12 0 0 29 Aug 2024
Free Lunch in the Forest: Functionally-Identical Pruning of Boosted Tree Ensembles Youssouf Emine Alexandre Forel Idriss Malek Thibaut Vidal 37 0 0 28 Aug 2024
Are Logistic Models Really Interpretable? Danial Dervovic Freddy Lecue Nicolas Marchesotti Daniele Magazzeni 27 0 0 19 Jun 2024
A Theory of Interpretable Approximations Marco Bressan Nicolò Cesa-Bianchi Emmanuel Esposito Yishay Mansour Shay Moran Maximilian Thiessen FAtt 21 4 0 15 Jun 2024
Correlation and Unintended Biases on Univariate and Multivariate Decision Trees Mattia Setzu Salvatore Ruggieri 13 1 0 04 Dec 2023
Properly Learning Decision Trees with Queries Is NP-Hard Caleb M. Koch Carmen Strassle Li-Yang Tan 19 6 0 09 Jul 2023
Improving the Validity of Decision Trees as Explanations Jiri Nemecek Tomás Pevný Jakub Mareˇcek FAtt 17 0 0 11 Jun 2023
Unboxing Tree Ensembles for interpretability: a hierarchical visualization tool and a multivariate optimal re-built tree Giulia Di Teodoro Marta Monaci L. Palagi 22 7 0 15 Feb 2023
Conceptual Views on Tree Ensemble Classifiers Tom Hanika Johannes Hirth 33 4 0 10 Feb 2023
Explainable Data-Driven Optimization: From Context to Decision and Back Again Alexandre Forel Axel Parmentier Thibaut Vidal 22 7 0 24 Jan 2023
Simplification of Forest Classifiers and Regressors Atsuyoshi Nakamura Kento Sakurada 21 1 0 14 Dec 2022
Supervised Feature Compression based on Counterfactual Analysis V. Piccialli Dolores Romero Morales Cecilia Salvatore CML 29 2 0 17 Nov 2022
Rethinking Log Odds: Linear Probability Modelling and Expert Advice in Interpretable Machine Learning Danial Dervovic Nicolas Marchesotti Freddy Lecue Daniele Magazzeni 32 0 0 11 Nov 2022
Superpolynomial Lower Bounds for Decision Tree Learning and Testing Caleb M. Koch Carmen Strassle Li-Yang Tan 26 8 0 12 Oct 2022
FS-BAN: Born-Again Networks for Domain Generalization Few-Shot Classification Yunqing Zhao Ngai-man Cheung BDL 21 12 0 23 Aug 2022
Support Vector Machines with the Hard-Margin Loss: Optimal Training via Combinatorial Benders' Cuts Ítalo Santana Breno Serrano Maximilian Schiffer Thibaut Vidal 24 3 0 15 Jul 2022
A Query-Optimal Algorithm for Finding Counterfactuals Guy Blanc Caleb M. Koch Jane Lange Li-Yang Tan 8 4 0 14 Jul 2022
Contextual Decision Trees Tommaso Aldinucci Enrico Civitelli Leonardo Di Gangi Alessandro Sestini 9 3 0 13 Jul 2022
TE2Rules: Explaining Tree Ensembles using Rules G. R. Lal Xiaotong Chen Varun Mithal 14 3 0 29 Jun 2022
Explainable Models via Compression of Tree Ensembles Siwen Yan Sriraam Natarajan Saket Joshi R. Khardon Prasad Tadepalli 17 3 0 16 Jun 2022
Optimal Decision Diagrams for Classification Alexandre M. Florio P. Martins Maximilian Schiffer Thiago Serra Thibaut Vidal 16 12 0 28 May 2022
Provably efficient, succinct, and precise explanations Guy Blanc Jane Lange Li-Yang Tan FAtt 24 35 0 01 Nov 2021
Security and privacy for 6G: A survey on prospective technologies and challenges V. Nguyen Po-Ching Lin Bo-Chao Cheng Ren-Hung Hwang Ying-Dar Lin AILaw 23 278 0 26 Aug 2021
Optimal Counterfactual Explanations in Tree Ensembles Axel Parmentier Thibaut Vidal 17 54 0 11 Jun 2021
Making CNNs Interpretable by Building Dynamic Sequential Decision Forests with Top-down Hierarchy Learning Yilin Wang Shaozuo Yu Xiaokang Yang Wei Shen 10 1 0 05 Jun 2021
On the price of explainability for some clustering problems E. Laber Lucas Murtinho 32 26 0 05 Jan 2021
MurTree: Optimal Classification Trees via Dynamic Programming and Search Emir Demirović Anna Lukina E. Hébrard Jeffrey Chan James Bailey C. Leckie K. Ramamohanarao Peter James Stuckey 17 63 0 24 Jul 2020
Fast, Accurate, and Simple Models for Tabular Data via Augmented Distillation Rasool Fakoor Jonas W. Mueller Nick Erickson Pratik Chaudhari Alex Smola 19 54 0 25 Jun 2020