Counterfactual Explanation for Regression via Disentanglement in Latent
Space

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Counterfactual Explanation for Regression via Disentanglement in Latent Space

14 November 2023

Klaus Broelemann

Gjergji Kasneci

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Papers citing "Counterfactual Explanation for Regression via Disentanglement in Latent Space"

16 / 16 papers shown

Title
Counterfactual Explanations via Latent Space Projection and Interpolation Brian Barr Matthew R. Harrington Samuel Sharpe Capital One BDL 65 10 0 02 Dec 2021
Counterfactual Explanations for Arbitrary Regression Models Thomas Spooner Danial Dervovic Jason Long Jon Shepard Jiahao Chen Daniele Magazzeni 61 26 0 29 Jun 2021
Explaining in Style: Training a GAN to explain a classifier in StyleSpace Oran Lang Yossi Gandelsman Michal Yarom Yoav Wald G. Elidan ... William T. Freeman Phillip Isola Amir Globerson Michal Irani Inbar Mosseri GAN 112 154 0 27 Apr 2021
Latent-CF: A Simple Baseline for Reverse Counterfactual Explanations R. Balasubramanian Samuel Sharpe Brian Barr J. Wittenbach C. Bayan Bruss BDL 42 18 0 16 Dec 2020
Continuous Conditional Generative Adversarial Networks: Novel Empirical Losses and Label Input Mechanisms Xin Ding Student Member Ieee Yongwei Wang Zuheng Xu William J. Welch F. I. Z. Jane Wang GAN VLM 75 29 0 15 Nov 2020
On Counterfactual Explanations under Predictive Multiplicity Martin Pawelczyk Klaus Broelemann Gjergji Kasneci 129 87 0 23 Jun 2020
Explaining Data-Driven Decisions made by AI Systems: The Counterfactual Approach Carlos Fernandez F. Provost Xintian Han CML 47 72 0 21 Jan 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 526 42,559 0 03 Dec 2019
Learning Model-Agnostic Counterfactual Explanations for Tabular Data Martin Pawelczyk Johannes Haug Klaus Broelemann Gjergji Kasneci OOD CML 64 203 0 21 Oct 2019
Interpretable Counterfactual Explanations Guided by Prototypes A. V. Looveren Janis Klaise FAtt 80 385 0 03 Jul 2019
Counterfactual Visual Explanations Yash Goyal Ziyan Wu Jan Ernst Dhruv Batra Devi Parikh Stefan Lee CML 80 512 0 16 Apr 2019
Explanations based on the Missing: Towards Contrastive Explanations with Pertinent Negatives Amit Dhurandhar Pin-Yu Chen Ronny Luss Chun-Chen Tu Pai-Shun Ting Karthikeyan Shanmugam Payel Das FAtt 124 591 0 21 Feb 2018
Inverse Classification for Comparison-based Interpretability in Machine Learning Thibault Laugel Marie-Jeanne Lesot Christophe Marsala X. Renard Marcin Detyniecki 123 101 0 22 Dec 2017
Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR Sandra Wachter Brent Mittelstadt Chris Russell MLAU 117 2,360 0 01 Nov 2017
A Two-Step Disentanglement Method Naama Hadad Lior Wolf Shimon Shahar 59 81 0 01 Sep 2017
Control of Memory, Active Perception, and Action in Minecraft Michael T. Lash Valliappa Chockalingam Ashwin Balakrishnan Honglak Lee 42 39 0 30 May 2016