CountARFactuals -- Generating plausible model-agnostic counterfactual
explanations with adversarial random forests

CountARFactuals -- Generating plausible model-agnostic counterfactual explanations with adversarial random forests

4 April 2024

Timo Freiesleben

Marvin N. Wright

Papers citing "CountARFactuals -- Generating plausible model-agnostic counterfactual explanations with adversarial random forests"

13 / 13 papers shown

Title
Towards Unifying Evaluation of Counterfactual Explanations: Leveraging Large Language Models for Human-Centric Assessments M. Domnich Julius Valja Rasmus Moorits Veski Giacomo Magnifico Kadi Tulver Eduard Barbu Raul Vicente LRM ELM 69 4 0 28 Oct 2024
S-CFE: Simple Counterfactual Explanations Shpresim Sadiku Moritz Wagner Sai Ganesh Nagarajan Sebastian Pokutta 101 1 0 21 Oct 2024
Generating Likely Counterfactuals Using Sum-Product Networks Jiri Nemecek Tomás Pevný Georgios Korpas TPM 91 0 0 25 Jan 2024
Improvement-Focused Causal Recourse (ICR) Gunnar Konig Timo Freiesleben Moritz Grosse-Wentrup CML 55 15 0 27 Oct 2022
Deep Neural Networks and Tabular Data: A Survey V. Borisov Tobias Leemann Kathrin Seßler Johannes Haug Martin Pawelczyk Gjergji Kasneci LMTD 98 681 0 05 Oct 2021
Tabular Data: Deep Learning is Not All You Need Ravid Shwartz-Ziv Amitai Armon LMTD 145 1,256 0 06 Jun 2021
Conditional Generative Models for Counterfactual Explanations A. V. Looveren Janis Klaise G. Vacanti Oliver Cobb CML 42 29 0 25 Jan 2021
The Intriguing Relation Between Counterfactual Explanations and Adversarial Examples Timo Freiesleben GAN 79 64 0 11 Sep 2020
Algorithmic Recourse: from Counterfactual Explanations to Interventions Amir-Hossein Karimi Bernhard Schölkopf Isabel Valera CML 44 340 0 14 Feb 2020
Convex Density Constraints for Computing Plausible Counterfactual Explanations André Artelt Barbara Hammer 39 47 0 12 Feb 2020
Towards Realistic Individual Recourse and Actionable Explanations in Black-Box Decision Making Systems Shalmali Joshi Oluwasanmi Koyejo Warut D. Vijitbenjaronk Been Kim Joydeep Ghosh FaML 58 187 0 22 Jul 2019
Counterfactual Visual Explanations Yash Goyal Ziyan Wu Jan Ernst Dhruv Batra Devi Parikh Stefan Lee CML 73 510 0 16 Apr 2019
Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR Sandra Wachter Brent Mittelstadt Chris Russell MLAU 98 2,348 0 01 Nov 2017