Neural Causal Models for Counterfactual Identification and Estimation

30 September 2022

Papers citing "Neural Causal Models for Counterfactual Identification and Estimation"

27 / 27 papers shown

Title
Interpretable Neural Causal Models with TRAM-DAGs Beate Sick Oliver Durr CML 48 1 0 20 Mar 2025
CausalMan: A physics-based simulator for large-scale causality Nicholas Tagliapietra J. Luettin Lavdim Halilaj Moritz Willig Tim Pychynski Kristian Kersting CML 45 0 0 18 Feb 2025
The Fragility of Fairness: Causal Sensitivity Analysis for Fair Machine Learning Jake Fawkes Nic Fishman Mel Andrews Zachary C. Lipton 19 1 0 12 Oct 2024
Latent 3D Brain MRI Counterfactual Wei Peng Tian Xia Fabio De Sousa Ribeiro Tomas Bosschieter Ehsan Adeli Qingyu Zhao Ben Glocker K. Pohl CML MedIm 34 1 0 09 Sep 2024
Estimating Causal Effects from Learned Causal Networks Anna K. Raichev Alexander Ihler Jin Tian Rina Dechter CML 9 3 0 26 Aug 2024
Consistency of Neural Causal Partial Identification Jiyuan Tan Jose Blanchet Vasilis Syrgkanis CML 19 0 0 24 May 2024
Learning Structural Causal Models through Deep Generative Models: Methods, Guarantees, and Challenges Audrey Poinsot Alessandro Leite Nicolas Chesneau Michèle Sébag Marc Schoenauer 38 3 0 08 May 2024
Mitigating attribute amplification in counterfactual image generation Tian Xia Mélanie Roschewitz Fabio De Sousa Ribeiro Charles Jones Ben Glocker CML MedIm 32 1 0 14 Mar 2024
Hybrid $^2$ Neural ODE Causal Modeling and an Application to Glycemic Response Bob Junyi Zou Matthew E. Levine D. Zaharieva Ramesh Johari Emily Fox 23 4 0 27 Feb 2024
Conditional Generative Models are Sufficient to Sample from Any Causal Effect Estimand Md Musfiqur Rahman Matt Jordan Murat Kocaoglu DiffM CML 12 0 0 12 Feb 2024
Counterfactual Image Editing Yushu Pan Elias Bareinboim BDL CML 25 5 0 07 Feb 2024
Neural Causal Abstractions K. Xia Elias Bareinboim CML NAI 26 5 0 05 Jan 2024
Modular Learning of Deep Causal Generative Models for High-dimensional Causal Inference Md Musfiqur Rahman Murat Kocaoglu OOD 14 2 0 02 Jan 2024
A Neural Framework for Generalized Causal Sensitivity Analysis Dennis Frauen F. Imrie Alicia Curth Valentyn Melnychuk Stefan Feuerriegel M. Schaar CML 11 10 0 27 Nov 2023
Causal Interpretation of Self-Attention in Pre-Trained Transformers R. Y. Rohekar Yaniv Gurwicz Shami Nisimov MILM 18 14 0 31 Oct 2023
A General Neural Causal Model for Interactive Recommendation Jialin Liu Xinyan Su Peng Zhou Xiangyu Zhao Jun Li CML 8 0 0 30 Oct 2023
Towards Causal Foundation Model: on Duality between Causal Inference and Attention Jiaqi Zhang Joel Jennings Agrin Hilmkil Nick Pawlowski Cheng Zhang Chao Ma CML 41 13 0 01 Oct 2023
High Fidelity Image Counterfactuals with Probabilistic Causal Models Fabio De Sousa Ribeiro Tian Xia M. Monteiro Nick Pawlowski Ben Glocker DiffM 11 35 0 27 Jun 2023
Advancing Counterfactual Inference through Nonlinear Quantile Regression Shaoan Xie Biwei Huang Bin Gu Tongliang Liu Kun Zhang 11 1 0 09 Jun 2023
Causal normalizing flows: from theory to practice Adrián Javaloy Pablo Sánchez-Martín Isabel Valera TPM CML AI4CE 19 20 0 08 Jun 2023
Partial Counterfactual Identification of Continuous Outcomes with a Curvature Sensitivity Model Valentyn Melnychuk Dennis Frauen Stefan Feuerriegel 6 11 0 02 Jun 2023
Sharp Bounds for Generalized Causal Sensitivity Analysis Dennis Frauen Valentyn Melnychuk Stefan Feuerriegel CML 20 18 0 26 May 2023
Counterfactual Identifiability of Bijective Causal Models Arash Nasr-Esfahany MohammadIman Alizadeh Devavrat Shah CML BDL 22 26 0 04 Feb 2023
Deep Causal Learning: Representation, Discovery and Inference Zizhen Deng Xiaolong Zheng Hu Tian D. Zeng CML BDL 26 11 0 07 Nov 2022
Relating Graph Neural Networks to Structural Causal Models Matej Zečević D. Dhami Petar Velickovic Kristian Kersting AI4CE CML 53 53 0 09 Sep 2021
Double Reinforcement Learning for Efficient Off-Policy Evaluation in Markov Decision Processes Nathan Kallus Masatoshi Uehara OffRL 29 180 0 22 Aug 2019
Learning Representations for Counterfactual Inference Fredrik D. Johansson Uri Shalit David Sontag CML OOD BDL 205 713 0 12 May 2016