GLOBE-CE: A Translation-Based Approach for Global Counterfactual
Explanations

GLOBE-CE: A Translation-Based Approach for Global Counterfactual Explanations

26 May 2023

Saumitra Mishra

Daniele Magazzeni

Papers citing "GLOBE-CE: A Translation-Based Approach for Global Counterfactual Explanations"

16 / 16 papers shown

Title
COMRECGC: Global Graph Counterfactual Explainer through Common Recourse Gregoire Fournier Sourav Medya BDL 56 0 0 11 May 2025
Explanations as Bias Detectors: A Critical Study of Local Post-hoc XAI Methods for Fairness Exploration Vasiliki Papanikou Danae Pla Karidi E. Pitoura Emmanouil Panagiotou Eirini Ntoutsi 41 0 0 01 May 2025
Understanding Fixed Predictions via Confined Regions Connor Lawless Tsui-Wei Weng Berk Ustun Madeleine Udell 50 0 0 22 Feb 2025
Learning Counterfactual Outcomes Under Rank Preservation Peng Wu Haoxuan Li Chunyuan Zheng Yan Zeng Jiawei Chen Yang Liu Ruocheng Guo Kaipeng Zhang 75 0 0 10 Feb 2025
FGCE: Feasible Group Counterfactual Explanations for Auditing Fairness Christos Fragkathoulas Vasiliki Papanikou E. Pitoura Evimaria Terzi 38 0 0 29 Oct 2024
Global Graph Counterfactual Explanation: A Subgraph Mapping Approach Yinhan He Wendy Zheng Yaochen Zhu Jing Ma Saumitra Mishra Natraj Raman Ninghao Liu Jundong Li 33 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 35 1 0 29 May 2024
Counterfactual Metarules for Local and Global Recourse Tom Bewley Salim I. Amoukou Saumitra Mishra Daniele Magazzeni Manuela Veloso 47 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 38 0 0 27 May 2024
A Two-Stage Algorithm for Cost-Efficient Multi-instance Counterfactual Explanations André Artelt Andreas Gregoriades 35 0 0 02 Mar 2024
On Explaining Unfairness: An Overview Christos Fragkathoulas Vasiliki Papanikou Danae Pla Karidi E. Pitoura XAI FaML 23 2 0 16 Feb 2024
One-for-many Counterfactual Explanations by Column Generation Andrea Lodi Jasone Ramírez-Ayerbe LRM 26 2 0 12 Feb 2024
Distributional Counterfactual Explanations With Optimal Transport Lei You Lele Cao Mattias Nilsson Bo Zhao Lei Lei OT OffRL 27 1 0 23 Jan 2024
Fairness Aware Counterfactuals for Subgroups Loukas Kavouras Konstantinos Tsopelas G. Giannopoulos Dimitris Sacharidis Eleni Psaroudaki Nikolaos Theologitis D. Rontogiannis Dimitris Fotakis Ioannis Emiris 60 8 0 26 Jun 2023
Diverse, Global and Amortised Counterfactual Explanations for Uncertainty Estimates Dan Ley Umang Bhatt Adrian Weller UQCV 178 22 0 05 Dec 2021
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