Counterfactual Explanation for Regression via Disentanglement in Latent
Space

v1v2v3 (latest)

Counterfactual Explanation for Regression via Disentanglement in Latent Space

14 November 2023

Klaus Broelemann

Gjergji Kasneci

ArXiv (abs)PDF HTML

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 126 87 0 23 Jun 2020
Explaining Data-Driven Decisions made by AI Systems: The Counterfactual Approach Carlos Fernandez F. Provost Xintian Han CML 45 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 78 385 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

We use cookies and other tracking technologies to improve your browsing experience on our website, to show you personalized content and targeted ads, to analyze our website traffic, and to understand where our visitors are coming from. See our policy.