Estimating Categorical Counterfactuals via Deep Twin Networks

Estimating Categorical Counterfactuals via Deep Twin Networks

4 September 2021

Athanasios Vlontzos

Ciarán M. Gilligan-Lee

Papers citing "Estimating Categorical Counterfactuals via Deep Twin Networks"

12 / 12 papers shown

Title
Local Interference: Removing Interference Bias in Semi-Parametric Causal Models Michael O'Riordan Ciarán M. Gilligan-Lee CML 41 0 0 24 Mar 2025
Evaluation of Large Language Models via Coupled Token Generation N. C. Benz Stratis Tsirtsis Eleni Straitouri Ivi Chatzi Ander Artola Velasco Suhas Thejaswi Manuel Gomez Rodriguez 46 0 0 03 Feb 2025
Contrastive representations of high-dimensional, structured treatments Oriol Corcoll Andreu Athanasios Vlontzos Michael O'Riordan Ciarán M. Gilligan-Lee CML 66 1 0 28 Nov 2024
Counterfactual Generative Modeling with Variational Causal Inference Yulun Wu Louie McConnell Claudia Iriondo CML BDL 24 0 0 16 Oct 2024
Teleporter Theory: A General and Simple Approach for Modeling Cross-World Counterfactual Causality Jiangmeng Li Bin Qin Qirui Ji Yi Li Wenwen Qiang Jianwen Cao Fanjiang Xu 44 0 0 17 Jun 2024
Benchmarking Counterfactual Image Generation Thomas Melistas Nikos Spyrou Nefeli Gkouti Pedro Sanchez Athanasios Vlontzos Yannis Panagakis G. Papanastasiou Sotirios A. Tsaftaris EGVM CML 41 7 0 29 Mar 2024
A Comprehensive Survey of Deep Transfer Learning for Anomaly Detection in Industrial Time Series: Methods, Applications, and Directions Peng Yan Ahmed Abdulkadir Paul-Philipp Luley Matthias Rosenthal Gerrit A. Schatte Benjamin Grewe Thilo Stadelmann AI4TS 34 57 0 11 Jul 2023
Partial Counterfactual Identification of Continuous Outcomes with a Curvature Sensitivity Model Valentyn Melnychuk Dennis Frauen Stefan Feuerriegel 13 11 0 02 Jun 2023
Counterfactual (Non-)identifiability of Learned Structural Causal Models Arash Nasr-Esfahany Emre Kıcıman 24 11 0 22 Jan 2023
Disentangling Causal Effects from Sets of Interventions in the Presence of Unobserved Confounders Olivier Jeunen Ciarán M. Gilligan-Lee Rishabh Mehrotra M. Lalmas CML 34 12 0 11 Oct 2022
Causal Machine Learning for Healthcare and Precision Medicine Pedro Sanchez J. Voisey Tian Xia Hannah I. Watson Alison Q. OÑeil Sotirios A. Tsaftaris OOD CML 39 108 0 23 May 2022
Learning Representations for Counterfactual Inference Fredrik D. Johansson Uri Shalit David Sontag CML OOD BDL 215 719 0 12 May 2016