Counterfactual Normalization: Proactively Addressing Dataset Shift and Improving Reliability Using Causal Mechanisms

9 August 2018

Papers citing "Counterfactual Normalization: Proactively Addressing Dataset Shift and Improving Reliability Using Causal Mechanisms"

12 / 12 papers shown

Title
Infant Cry Detection Using Causal Temporal Representation Minghao Fu Danning Li Aryan Gadhiya Benjamin Lambright Mohamed Alowais ... Saad El Dine Elletter Hawau Olamide Toyin Haiyan Jiang Kun Zhang Hanan Aldarmaki 123 0 0 08 Mar 2025
Meta-Causal Feature Learning for Out-of-Distribution Generalization Yuqing Wang Xiangxian Li Zhuang Qi Jingyu Li Xuelong Li Xiangxu Meng Lei Meng OOD OODD BDL 95 25 0 22 Aug 2022
Towards Out-Of-Distribution Generalization: A Survey Jiashuo Liu Zheyan Shen Yue He Xingxuan Zhang Renzhe Xu Han Yu Peng Cui CML OOD 168 536 0 31 Aug 2021
Counterfactual Invariance to Spurious Correlations: Why and How to Pass Stress Tests Victor Veitch Alexander DÁmour Steve Yadlowsky Jacob Eisenstein OOD 80 93 0 31 May 2021
Causally motivated Shortcut Removal Using Auxiliary Labels Maggie Makar Ben Packer D. Moldovan Davis W. Blalock Yoni Halpern Alexander DÁmour OOD CML 74 75 0 13 May 2021
Towards Causal Representation Learning Bernhard Schölkopf Francesco Locatello Stefan Bauer Nan Rosemary Ke Nal Kalchbrenner Anirudh Goyal Yoshua Bengio OOD CML AI4CE 155 322 0 22 Feb 2021
Causality-aware counterfactual confounding adjustment as an alternative to linear residualization in anticausal prediction tasks based on linear learners E. C. Neto OOD CML 61 6 0 09 Nov 2020
Stable predictions for health related anticausal prediction tasks affected by selection biases: the need to deconfound the test set features E. C. Neto Phil Snyder S. Sieberts L. Omberg CML OOD 13 1 0 09 Nov 2020
Evaluating Model Robustness and Stability to Dataset Shift Adarsh Subbaswamy R. Adams Suchi Saria OOD 65 9 0 28 Oct 2020
Counterfactual Predictions under Runtime Confounding Amanda Coston Edward H. Kennedy Alexandra Chouldechova OOD OffRL 59 28 0 30 Jun 2020
Robust Learning with the Hilbert-Schmidt Independence Criterion D. Greenfeld Uri Shalit OOD 128 59 0 01 Oct 2019
Preventing Failures Due to Dataset Shift: Learning Predictive Models That Transport Adarsh Subbaswamy Peter F. Schulam Suchi Saria OOD 73 20 0 11 Dec 2018