Diffusion Causal Models for Counterfactual Estimation

Diffusion Causal Models for Counterfactual Estimation

CLEaR (CLEaR), 2022

21 February 2022

Sotirios A. Tsaftaris

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Papers citing "Diffusion Causal Models for Counterfactual Estimation"

13 / 63 papers shown

Title
Counterfactual (Non-)identifiability of Learned Structural Causal Models Arash Nasr-Esfahany Emre Kıcıman 158 16 0 22 Jan 2023
Clarity: an improved gradient method for producing quality visual counterfactual explanations Claire Theobald Frédéric Pennerath Brieuc Conan-Guez Miguel Couceiro Amedeo Napoli BDL 216 1 0 22 Nov 2022
Diffusion Models for Medical Image Analysis: A Comprehensive Survey Amirhossein Kazerouni Ehsan Khodapanah Aghdam Moein Heidari Reza Azad Mohsen Fayyaz Ilker Hacihaliloglu Dorit Merhof DiffM MedIm 410 541 0 14 Nov 2022
Diffusion Models for Causal Discovery via Topological OrderingInternational Conference on Learning Representations (ICLR), 2022 Pedro Sanchez Xiao Liu Alison Q. OÑeil Sotirios A. Tsaftaris DiffM 393 62 0 12 Oct 2022
Deep Counterfactual Estimation with Categorical Background VariablesNeural Information Processing Systems (NeurIPS), 2022 E. Brouwer CML 291 7 0 11 Oct 2022
GENIE: Higher-Order Denoising Diffusion SolversNeural Information Processing Systems (NeurIPS), 2022 Tim Dockhorn Arash Vahdat Karsten Kreis DiffM 288 140 0 11 Oct 2022
Diffusion Models in Vision: A SurveyIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Florinel-Alin Croitoru Vlad Hondru Radu Tudor Ionescu M. Shah DiffM VLM MedIm 983 1,719 0 10 Sep 2022
A Survey on Generative Diffusion ModelIEEE Transactions on Knowledge and Data Engineering (TKDE), 2022 Hanqun Cao Cheng Tan Zhangyang Gao Yilun Xu Guangyong Chen Pheng-Ann Heng Stan Z. Li MedIm 665 393 0 06 Sep 2022
HSIC-InfoGAN: Learning Unsupervised Disentangled Representations by Maximising Approximated Mutual Information Xiao Liu Spyridon Thermos Pedro Sanchez Alison Q. OÑeil Sotirios A. Tsaftaris 206 1 0 06 Aug 2022
What is Healthy? Generative Counterfactual Diffusion for Lesion Localization Pedro Sanchez Antanas Kascenas Xiao Liu Alison Q. OÑeil Sotirios A. Tsaftaris MedIm DiffM 339 77 0 25 Jul 2022
Causal Machine Learning for Healthcare and Precision MedicineRoyal Society Open Science (RSOS), 2022 Pedro Sanchez J. Voisey Tian Xia Hannah I. Watson Alison Q. OÑeil Sotirios A. Tsaftaris OOD CML 283 171 0 23 May 2022
Sparse Visual Counterfactual Explanations in Image SpaceGerman Conference on Pattern Recognition (GCPR), 2022 Valentyn Boreiko Maximilian Augustin Francesco Croce Philipp Berens Matthias Hein BDL CML 307 32 0 16 May 2022
Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A ReviewACM Computing Surveys (ACM CSUR), 2020 Sahil Verma Varich Boonsanong Minh Hoang Keegan E. Hines John P. Dickerson Chirag Shah CML 664 236 0 20 Oct 2020