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1706.02744
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Avoiding Discrimination through Causal Reasoning
8 June 2017
Niki Kilbertus
Mateo Rojas-Carulla
Giambattista Parascandolo
Moritz Hardt
Dominik Janzing
Bernhard Schölkopf
FaML
CML
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Papers citing
"Avoiding Discrimination through Causal Reasoning"
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Title
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Causal Effect Identification in lvLiNGAM from Higher-Order Cumulants
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Mitigating Context Bias in Domain Adaptation for Object Detection using Mask Pooling
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127
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Am I Being Treated Fairly? A Conceptual Framework for Individuals to Ascertain Fairness
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Jorge Casillas
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Causal Feature Learning in the Social Sciences
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Causality Is Key to Understand and Balance Multiple Goals in Trustworthy ML and Foundation Models
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556
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Revisiting the Berkeley Admissions data: Statistical Tests for Causal Hypotheses
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O. Zoeter
155
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17 Feb 2025
Fairness Amidst Non-IID Graph Data: A Literature Review
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Shimei Pan
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T. Walsh
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105
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Lookahead Counterfactual Fairness
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Tian Xie
Xuwei Tan
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Mohammad Mahdi Khalili
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172
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02 Dec 2024
Debiasing Alternative Data for Credit Underwriting Using Causal Inference
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44
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Considerations for Distribution Shift Robustness of Diagnostic Models in Healthcare
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Luca Zappella
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Wael Abd-Almageed
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Formalising Anti-Discrimination Law in Automated Decision Systems
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Dancing in the Shadows: Harnessing Ambiguity for Fairer Classifiers
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Paula Gordaliza
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Causal Inference with Latent Variables: Recent Advances and Future Prospectives
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Yinhan He
Jing Ma
Mengxuan Hu
Sheng Li
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Long-Term Fairness Inquiries and Pursuits in Machine Learning: A Survey of Notions, Methods, and Challenges
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Peter Spirtes
Yang Liu
Lu Cheng
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124
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Causal Effect Identification in LiNGAM Models with Latent Confounders
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Fairness-Accuracy Trade-Offs: A Causal Perspective
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72
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Local Causal Discovery for Structural Evidence of Direct Discrimination
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Kyra Gan
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Agni Orfanoudaki
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Fei Wang
68
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Challenging the Human-in-the-loop in Algorithmic Decision-making
Sebastian Tschiatschek
Eugenia Stamboliev
Timothée Schmude
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Laura M. Koesten
87
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Intrinsic Fairness-Accuracy Tradeoffs under Equalized Odds
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Utility-Fairness Trade-Offs and How to Find Them
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Auditing the Use of Language Models to Guide Hiring Decisions
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Addressing Both Statistical and Causal Gender Fairness in NLP Models
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The Pursuit of Fairness in Artificial Intelligence Models: A Survey
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Sunil Aryal
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Fair Multivariate Adaptive Regression Splines for Ensuring Equity and Transparency
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Hadis Anahideh
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A Causal Framework to Evaluate Racial Bias in Law Enforcement Systems
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Andrew Miller
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Christopher Winship
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Devavrat Shah
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Connecting Algorithmic Fairness to Quality Dimensions in Machine Learning in Official Statistics and Survey Production
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Christoph Kern
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96
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Causal Feature Selection for Responsible Machine Learning
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Interventional Fairness on Partially Known Causal Graphs: A Constrained Optimization Approach
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SoK: Taming the Triangle -- On the Interplays between Fairness, Interpretability and Privacy in Machine Learning
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Ulrich Aïvodji
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Mohamed Siala
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69
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GroupMixNorm Layer for Learning Fair Models
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Deepak L. Bhatt
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Evaluating and Mitigating Discrimination in Language Model Decisions
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Amanda Askell
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Causal Fairness under Unobserved Confounding: A Neural Sensitivity Framework
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Enhancing the Performance of Neural Networks Through Causal Discovery and Integration of Domain Knowledge
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Challenges of Large Language Models for Mental Health Counseling
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Procedural Fairness Through Decoupling Objectionable Data Generating Components
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Causal Fair Metric: Bridging Causality, Individual Fairness, and Adversarial Robustness
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Causality-Inspired Fair Representation Learning for Multimodal Recommendation
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The Impact of Explanations on Fairness in Human-AI Decision-Making: Protected vs Proxy Features
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Adaptation Speed Analysis for Fairness-aware Causal Models
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Fair Models in Credit: Intersectional Discrimination and the Amplification of Inequity
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Learning Fair Classifiers via Min-Max F-divergence Regularization
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Fairness Aware Counterfactuals for Subgroups
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Insights From Insurance for Fair Machine Learning
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