Generating collective counterfactual explanations in score-based
classification via mathematical optimization

Generating collective counterfactual explanations in score-based classification via mathematical optimization

19 October 2023

Jasone Ramírez-Ayerbe

Dolores Romero Morales

Papers citing "Generating collective counterfactual explanations in score-based classification via mathematical optimization"

5 / 5 papers shown

Title
Understanding Fixed Predictions via Confined Regions Connor Lawless Tsui-Wei Weng Berk Ustun Madeleine Udell 38 0 0 22 Feb 2025
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
Counterfactual Explanations Using Optimization With Constraint Learning Donato Maragno Tabea E. Rober Ilker Birbil CML 14 10 0 22 Sep 2022
A Few Good Counterfactuals: Generating Interpretable, Plausible and Diverse Counterfactual Explanations Barry Smyth Mark T. Keane CML 16 21 0 22 Jan 2021
BRPO: Batch Residual Policy Optimization Kentaro Kanamori Yinlam Chow Takuya Takagi Hiroki Arimura Honglak Lee Ken Kobayashi Craig Boutilier OffRL 128 46 0 08 Feb 2020