Counterfactual Explanations Using Optimization With Constraint Learning

Counterfactual Explanations Using Optimization With Constraint Learning

22 September 2022

Papers citing "Counterfactual Explanations Using Optimization With Constraint Learning"

12 / 12 papers shown

Title
Counterfactual Explanations for Linear Optimization Jannis Kurtz cS. .Ilker Birbil D. Hertog 28 3 0 24 May 2024
Generating collective counterfactual explanations in score-based classification via mathematical optimization E. Carrizosa Jasone Ramírez-Ayerbe Dolores Romero Morales 21 18 0 19 Oct 2023
T-COL: Generating Counterfactual Explanations for General User Preferences on Variable Machine Learning Systems Yiming Li Daling Wang Wenfang Wu Shi Feng Yifei Zhang CML 29 1 0 28 Sep 2023
Causal Inference for Banking Finance and Insurance A Survey Satyam Kumar Yelleti Vivek V. Ravi I. Bose CML 22 3 0 31 Jul 2023
Finding Regions of Counterfactual Explanations via Robust Optimization Donato Maragno Jannis Kurtz Tabea E. Rober Rob Goedhart cS. .Ilker Birbil D. Hertog 42 21 0 26 Jan 2023
Supervised Feature Compression based on Counterfactual Analysis V. Piccialli Dolores Romero Morales Cecilia Salvatore CML 16 2 0 17 Nov 2022
Mixed-Integer Optimization with Constraint Learning Donato Maragno H. Wiberg Dimitris Bertsimas Ş. Birbil D. Hertog Adejuyigbe O. Fajemisin 51 50 0 04 Nov 2021
Learning in High Dimension Always Amounts to Extrapolation Randall Balestriero J. Pesenti Yann LeCun 33 102 0 18 Oct 2021
Optimization with Constraint Learning: A Framework and Survey Adejuyigbe O. Fajemisin Donato Maragno D. Hertog 50 46 0 05 Oct 2021
BRPO: Batch Residual Policy Optimization Kentaro Kanamori Yinlam Chow Takuya Takagi Hiroki Arimura Honglak Lee Ken Kobayashi Craig Boutilier OffRL 131 46 0 08 Feb 2020
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 225 3,658 0 28 Feb 2017
Determinantal point processes for machine learning Alex Kulesza B. Taskar 157 1,123 0 25 Jul 2012