Global Counterfactual Explanations: Investigations, Implementations and
Improvements

Global Counterfactual Explanations: Investigations, Implementations and Improvements

14 April 2022

Saumitra Mishra

Daniele Magazzeni

Papers citing "Global Counterfactual Explanations: Investigations, Implementations and Improvements"

12 / 12 papers shown

Title
Counterfactual Explanations for Model Ensembles Using Entropic Risk Measures Erfaun Noorani Pasan Dissanayake Faisal Hamman Sanghamitra Dutta 46 0 0 11 Mar 2025
Global Graph Counterfactual Explanation: A Subgraph Mapping Approach Yinhan He Wendy Zheng Yaochen Zhu Jing Ma Saumitra Mishra Natraj Raman Ninghao Liu Jundong Li 28 0 0 25 Oct 2024
GLANCE: Global Actions in a Nutshell for Counterfactual Explainability Ioannis Emiris Dimitris Fotakis G. Giannopoulos Dimitrios Gunopulos Loukas Kavouras ... D. Rontogiannis Dimitris Sacharidis Nikolaos Theologitis Dimitrios Tomaras Konstantinos Tsopelas CML FAtt 33 1 0 29 May 2024
Unifying Perspectives: Plausible Counterfactual Explanations on Global, Group-wise, and Local Levels Patryk Wielopolski Oleksii Furman Jerzy Stefanowski Maciej Ziȩba 26 0 0 27 May 2024
FALE: Fairness-Aware ALE Plots for Auditing Bias in Subgroups G. Giannopoulos Dimitris Sacharidis Nikolas Theologitis Loukas Kavouras Ioannis Emiris 16 0 0 29 Apr 2024
Fairness Aware Counterfactuals for Subgroups Loukas Kavouras Konstantinos Tsopelas G. Giannopoulos Dimitris Sacharidis Eleni Psaroudaki Nikolaos Theologitis D. Rontogiannis Dimitris Fotakis Ioannis Emiris 42 8 0 26 Jun 2023
Robust Counterfactual Explanations for Neural Networks With Probabilistic Guarantees Faisal Hamman Erfaun Noorani Saumitra Mishra Daniele Magazzeni Sanghamitra Dutta OOD AAML 34 33 0 19 May 2023
Robust Counterfactual Explanations for Tree-Based Ensembles Sanghamitra Dutta Jason Long Saumitra Mishra Cecilia Tilli Daniele Magazzeni 18 52 0 06 Jul 2022
Diverse, Global and Amortised Counterfactual Explanations for Uncertainty Estimates Dan Ley Umang Bhatt Adrian Weller UQCV 178 22 0 05 Dec 2021
Benchmarking and Survey of Explanation Methods for Black Box Models F. Bodria F. Giannotti Riccardo Guidotti Francesca Naretto D. Pedreschi S. Rinzivillo XAI 33 221 0 25 Feb 2021
Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review Sahil Verma Varich Boonsanong Minh Hoang Keegan E. Hines John P. Dickerson Chirag Shah CML 26 162 0 20 Oct 2020
BRPO: Batch Residual Policy Optimization Kentaro Kanamori Yinlam Chow Takuya Takagi Hiroki Arimura Honglak Lee Ken Kobayashi Craig Boutilier OffRL 141 46 0 08 Feb 2020