Counterfactual Fairness with Partially Known Causal Graph

Counterfactual Fairness with Partially Known Causal Graph

27 May 2022

Bo Han

Papers citing "Counterfactual Fairness with Partially Known Causal Graph"

16 / 16 papers shown

Title
Fairness-Driven LLM-based Causal Discovery with Active Learning and Dynamic Scoring Khadija Zanna Akane Sano 43 0 0 21 Mar 2025
Testing for Causal Fairness Jiarun Fu LiZhong Ding Pengqi Li Qiuning Wei Yurong Cheng Xu Chen 39 0 0 18 Feb 2025
Counterfactually Fair Reinforcement Learning via Sequential Data Preprocessing Jitao Wang C. Shi John D. Piette Joshua R. Loftus Donglin Zeng Zhenke Wu OffRL 56 0 0 10 Jan 2025
Lookahead Counterfactual Fairness Zhiqun Zuo Tian Xie Xuwei Tan Xueru Zhang Mohammad Mahdi Khalili FaML 70 0 0 02 Dec 2024
A Note on Bias to Complete Jia Xu Mona Diab 39 2 0 18 Feb 2024
Causal Feature Selection for Responsible Machine Learning Raha Moraffah Paras Sheth Saketh Vishnubhatla Huan Liu CML 19 2 0 05 Feb 2024
Interventional Fairness on Partially Known Causal Graphs: A Constrained Optimization Approach Aoqi Zuo Yiqing Li Susan Wei Mingming Gong FaML 20 5 0 19 Jan 2024
Causal Context Connects Counterfactual Fairness to Robust Prediction and Group Fairness Jacy Reese Anthis Victor Veitch 20 12 0 30 Oct 2023
A Theoretical Approach to Characterize the Accuracy-Fairness Trade-off Pareto Frontier Hua Tang Lu Cheng Ninghao Liu Mengnan Du FaML 21 1 0 19 Oct 2023
Learning for Counterfactual Fairness from Observational Data Jing Ma Ruocheng Guo Aidong Zhang Jundong Li FaML 14 11 0 17 Jul 2023
Chasing Fairness Under Distribution Shift: A Model Weight Perturbation Approach Zhimeng Jiang Xiaotian Han Hongye Jin Guanchu Wang Rui Chen Na Zou Xia Hu 8 13 0 06 Mar 2023
Retiring $Δ$ DP: New Distribution-Level Metrics for Demographic Parity Xiaotian Han Zhimeng Jiang Hongye Jin Zirui Liu Na Zou Qifan Wang Xia Hu 27 3 0 31 Jan 2023
Selection, Ignorability and Challenges With Causal Fairness Jake Fawkes R. Evans Dino Sejdinovic 78 19 0 28 Feb 2022
The Fairness-Accuracy Pareto Front Susan Wei Marc Niethammer FaML 34 33 0 25 Aug 2020
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments Alexandra Chouldechova FaML 185 2,082 0 24 Oct 2016
Causal Inference and Causal Explanation with Background Knowledge Christopher Meek CML 216 626 0 20 Feb 2013