Measuring axiomatic soundness of counterfactual image models

2 March 2023

M. Monteiro

Fabio De Sousa Ribeiro

Nick Pawlowski

Daniel Coelho De Castro

Ben Glocker

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Papers citing "Measuring axiomatic soundness of counterfactual image models"

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Title
AI Alignment in Medical Imaging: Unveiling Hidden Biases Through Counterfactual Analysis Haroui Ma Francesco Quinzan Theresa Willem Stefan Bauer 76 0 0 28 Apr 2025
MACAW: A Causal Generative Model for Medical Imaging Vibujithan Vigneshwaran Erik Ohara Matthias Wilms Nils D. Forkert OOD CML MedIm 75 1 0 03 Dec 2024
Counterfactual Generative Modeling with Variational Causal Inference Yulun Wu Louie McConnell Claudia Iriondo CML BDL 24 0 0 16 Oct 2024
An X-Ray Is Worth 15 Features: Sparse Autoencoders for Interpretable Radiology Report Generation Ahmed Abdulaal Hugo Fry Nina Montaña-Brown Ayodeji Ijishakin Jack Gao Stephanie L. Hyland Daniel C. Alexander Daniel Coelho De Castro MedIm 39 8 0 04 Oct 2024
Robust image representations with counterfactual contrastive learning Mélanie Roschewitz Fabio De Sousa Ribeiro Tian Xia G. Khara Ben Glocker OOD MedIm 49 2 0 16 Sep 2024
Benchmarking Counterfactual Image Generation Thomas Melistas Nikos Spyrou Nefeli Gkouti Pedro Sanchez Athanasios Vlontzos Yannis Panagakis G. Papanastasiou Sotirios A. Tsaftaris EGVM CML 46 7 0 29 Mar 2024
Semi-Supervised Learning for Deep Causal Generative Models Yasin Ibrahim Hermione Warr Konstantinos Kamnitsas OOD MedIm CML GAN 28 1 0 27 Mar 2024
Counterfactual contrastive learning: robust representations via causal image synthesis Mélanie Roschewitz Fabio De Sousa Ribeiro Tian Xia G. Khara Ben Glocker OOD 53 3 0 14 Mar 2024
Mitigating attribute amplification in counterfactual image generation Tian Xia Mélanie Roschewitz Fabio De Sousa Ribeiro Charles Jones Ben Glocker CML MedIm 47 1 0 14 Mar 2024
On the Challenges and Opportunities in Generative AI Laura Manduchi Kushagra Pandey Robert Bamler Ryan Cotterell Sina Daubener ... F. Wenzel Frank Wood Stephan Mandt Vincent Fortuin Vincent Fortuin 56 17 0 28 Feb 2024
Conditional Generative Models are Sufficient to Sample from Any Causal Effect Estimand Md Musfiqur Rahman Matt Jordan Murat Kocaoglu DiffM CML 30 0 0 12 Feb 2024
Natural Counterfactuals With Necessary Backtracking Guang-Yuan Hao Jiji Zhang Erdun Gao Hao Wang Kun Zhang 31 0 0 02 Feb 2024
Demystifying Variational Diffusion Models Fabio De Sousa Ribeiro Ben Glocker DiffM 25 0 0 11 Jan 2024
Modular Learning of Deep Causal Generative Models for High-dimensional Causal Inference Md Musfiqur Rahman Murat Kocaoglu OOD 35 2 0 02 Jan 2024
VALUED -- Vision and Logical Understanding Evaluation Dataset Soumadeep Saha Saptarshi Saha Utpal Garain 25 0 0 21 Nov 2023
From Identifiable Causal Representations to Controllable Counterfactual Generation: A Survey on Causal Generative Modeling Aneesh Komanduri Xintao Wu Yongkai Wu Feng Chen CML OOD 31 7 0 17 Oct 2023
Punctate White Matter Lesion Segmentation in Preterm Infants Powered by Counterfactually Generative Learning Zehua Ren Yongheng Sun Miaomiao Wang Yuying Feng Xianjun Li C. Jin Jian Yang Chunfeng Lian Fan Wang MedIm 14 1 0 07 Sep 2023
High Fidelity Image Counterfactuals with Probabilistic Causal Models Fabio De Sousa Ribeiro Tian Xia M. Monteiro Nick Pawlowski Ben Glocker DiffM 35 36 0 27 Jun 2023
Towards Characterizing Domain Counterfactuals For Invertible Latent Causal Models Zeyu Zhou Ruqi Bai Sean Kulinski Murat Kocaoglu David I. Inouye CML 24 1 0 20 Jun 2023
Counterfactual Identifiability of Bijective Causal Models Arash Nasr-Esfahany MohammadIman Alizadeh Devavrat Shah CML BDL 35 26 0 04 Feb 2023
Emerging Synergies in Causality and Deep Generative Models: A Survey Guanglin Zhou Shaoan Xie Guang-Yuan Hao Shiming Chen Erdun Gao Xiwei Xu Chen Wang Liming Zhu Lina Yao Kun Zhang AI4CE 57 11 0 29 Jan 2023
Weakly-Supervised Disentanglement Without Compromises Francesco Locatello Ben Poole Gunnar Rätsch Bernhard Schölkopf Olivier Bachem Michael Tschannen CoGe OOD DRL 184 313 0 07 Feb 2020
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 212 19,455 0 21 Nov 2016