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Ground(less) Truth: A Causal Framework for Proxy Labels in Human-Algorithm Decision-Making

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/s10579-020-09502-8openalex-snapshot
Resources and benchmark corpora for hate speech detection: a systematic review
inferredcites →https://doi.org/10.1093/biomet/82.4.669openalex-snapshot
Causal diagrams for empirical research
inferredcites →https://doi.org/10.1093/biomet/ass054openalex-snapshot
Bias attenuation results for nondifferentially mismeasured ordinal and coarsened confounders
inferredcites →https://doi.org/10.1109/ichi.2015.26openalex-snapshot
The Role of Explanations on Trust and Reliance in Clinical Decision Support Systems
inferredcites →https://doi.org/10.1109/tnnls.2013.2292894openalex-snapshot
Classification in the Presence of Label Noise: A Survey
inferredcites →https://doi.org/10.1145/3097983.3098066openalex-snapshot
The Selective Labels Problem
inferredcites →https://doi.org/10.1145/3287560.3287572openalex-snapshot
Bias in Bios
inferredcites →https://doi.org/10.1145/3287560.3287590openalex-snapshot
On Human Predictions with Explanations and Predictions of Machine Learning Models
inferredcites →https://doi.org/10.1145/3313831.3376873openalex-snapshot
"Why is 'Chicago' deceptive?" Towards Building Model-Driven Tutorials for Humans
inferredcites →https://doi.org/10.1145/3351095.3372851openalex-snapshot
Counterfactual risk assessments, evaluation, and fairness
inferredcites →https://doi.org/10.1145/3351095.3372852openalex-snapshot
Effect of confidence and explanation on accuracy and trust calibration in AI-assisted decision making
inferredcites →https://doi.org/10.1145/3359152openalex-snapshot
The Principles and Limits of Algorithm-in-the-Loop Decision Making
inferredcites →https://doi.org/10.1145/3359204openalex-snapshot
A Slow Algorithm Improves Users' Assessments of the Algorithm's Accuracy
inferredcites →https://doi.org/10.1145/3359206openalex-snapshot
"Hello AI": Uncovering the Onboarding Needs of Medical Practitioners for Human-AI Collaborative Decision-Making
inferredcites →https://doi.org/10.1145/3377325.3377498openalex-snapshot
Proxy tasks and subjective measures can be misleading in evaluating explainable AI systems
inferredcites →https://doi.org/10.1145/3397481.3450650openalex-snapshot
Are Explanations Helpful? A Comparative Study of the Effects of Explanations in AI-Assisted Decision-Making
inferredcites →https://doi.org/10.1145/3411763.3443435openalex-snapshot
Onboarding Materials as Cross-functional Boundary Objects for Developing AI Assistants
inferredcites →https://doi.org/10.1145/3411764.3445315openalex-snapshot
Manipulating and Measuring Model Interpretability
inferredcites →https://doi.org/10.1145/3411764.3445717openalex-snapshot
Does the Whole Exceed its Parts? The Effect of AI Explanations on Complementary Team Performance
inferredcites →https://doi.org/10.1145/3442188.3445865openalex-snapshot
Fairness Violations and Mitigation under Covariate Shift
inferredcites →https://doi.org/10.1145/3442188.3445877openalex-snapshot
The effect of differential victim crime reporting on predictive policing systems
inferredcites →https://doi.org/10.1145/3442188.3445901openalex-snapshot
Measurement and Fairness
inferredcites →https://doi.org/10.1145/3442188.3445915openalex-snapshot
Fair Classification with Group-Dependent Label Noise
inferredcites →https://doi.org/10.1145/3442188.3445933openalex-snapshot
From Optimizing Engagement to Measuring Value
inferredcites →https://doi.org/10.1145/3449287openalex-snapshot
To Trust or to Think
inferredcites →https://doi.org/10.1145/3461702.3462538openalex-snapshot
On the Validity of Arrest as a Proxy for Offense: Race and the Likelihood of Arrest for Violent Crimes
inferredcites →https://doi.org/10.1145/3479562openalex-snapshot
Algorithmic Risk Assessments Can Alter Human Decision-Making Processes in High-Stakes Government Contexts
inferredcites →https://doi.org/10.1145/3491102.3501831openalex-snapshot
How Child Welfare Workers Reduce Racial Disparities in Algorithmic Decisions
inferredcites →https://doi.org/10.1145/3491102.3502004openalex-snapshot
Jury Learning: Integrating Dissenting Voices into Machine Learning Models
inferredcites →https://doi.org/10.1145/3491102.3517439openalex-snapshot
Improving Human-AI Partnerships in Child Welfare: Understanding Worker Practices, Challenges, and Desires for Algorithmic Decision Support
inferredcites →https://doi.org/10.1145/3514094openalex-snapshot
Proceedings of the 2022 AAAI/ACM Conference on AI, Ethics, and Society
inferredcites →https://doi.org/10.1145/3531146openalex-snapshot
2022 ACM Conference on Fairness Accountability and Transparency
inferredcites →https://doi.org/10.1177/0095798420930932openalex-snapshot
Latent Class Analysis: A Guide to Best Practice
inferredcites →https://doi.org/10.1201/9781003278290openalex-snapshot
Ethics of Data and Analytics
inferredcites →https://doi.org/10.1257/aer.p20151023openalex-snapshot
Prediction Policy Problems
inferredcites →https://doi.org/10.1257/aer.p20161029openalex-snapshot
Productivity and Selection of Human Capital with Machine Learning
inferredcites →https://doi.org/10.1609/aaai.v33i01.3301622openalex-snapshot
Allocating Interventions Based on Predicted Outcomes: A Case Study on Homelessness Services
inferredcites →https://doi.org/10.1609/icwsm.v14i1.7282openalex-snapshot
Feature-Based Explanations Don't Help People Detect Misclassifications of Online Toxicity
inferredcites →https://doi.org/10.1613/jair.1.12125openalex-snapshot
Confident Learning: Estimating Uncertainty in Dataset Labels
inferredcites →https://doi.org/10.2307/1161864openalex-snapshot
Modern Factor Analysis
inferredcites →https://doi.org/10.48550/arxiv.2006.16916openalex-snapshot
Counterfactual Predictions under Runtime Confounding

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.5241660openalex-extracted
SIFT-HF Scale-Invariant Feature-based similarity Threshold from Human Feedback
inferred← citeshttps://doi.org/10.1038/s41598-026-61214-1openalex-snapshot
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inferred← citeshttps://doi.org/10.1101/2025.03.24.25324500openalex-snapshot
Navigating Fairness in AI-based Prediction Models: Theoretical Constructs and Practical Applications
inferred← citeshttps://doi.org/10.1145/3582269openalex-snapshot
Proceedings of The ACM Collective Intelligence Conference
inferred← citeshttps://doi.org/10.1145/3613904.3641898openalex-snapshot
Understanding Contestability on the Margins: Implications for the Design of Algorithmic Decision-making in Public Services
inferred← citeshttps://doi.org/10.1145/3613904.3642278openalex-snapshot
Wikibench: Community-Driven Data Curation for AI Evaluation on Wikipedia
inferred← citeshttps://doi.org/10.1145/3613904.3642738openalex-snapshot
Are We Asking the Right Questions?: Designing for Community Stakeholders’ Interactions with AI in Policing
inferred← citeshttps://doi.org/10.1145/3630106.3658918openalex-snapshot
In the Walled Garden: Challenges and Opportunities for Research on the Practices of the AI Tech Industry
inferred← citeshttps://doi.org/10.1145/3630106.3658972openalex-snapshot
A Causal Perspective on Label Bias
inferred← citeshttps://doi.org/10.1145/3630106.3659025openalex-snapshot
The Neutrality Fallacy: When Algorithmic Fairness Interventions are (Not) Positive Action
inferred← citeshttps://doi.org/10.1145/3632842openalex-snapshot
A Conversation with Ken Holstein: Fostering human-AI complementarity
inferred← citeshttps://doi.org/10.1145/3706598.3713248openalex-snapshot
A Matter of Perspective(s): Contrasting Human and LLM Argumentation in Subjective Decision-Making on Subtle Sexism
inferred← citeshttps://doi.org/10.1145/3706598.3713664openalex-snapshot
Tempo: Helping Data Scientists and Domain Experts Collaboratively Specify Predictive Modeling Tasks
inferred← citeshttps://doi.org/10.1145/3706598.3714098openalex-snapshot
AI Mismatches: Identifying Potential Algorithmic Harms Before AI Development
inferred← citeshttps://doi.org/10.1145/3715275.3732077openalex-snapshot
AI Trust Reshaping Administrative Burdens: Understanding Trust-Burden Dynamics in LLM-Assisted Benefits Systems
inferred← citeshttps://doi.org/10.1145/3715275.3732149openalex-snapshot
Location matching on shaky grounds: Re-evaluating algorithms for refugee allocation
inferred← citeshttps://doi.org/10.1145/3757628openalex-snapshot
Measurement as Bricolage: Examining How Data Scientists Construct Target Variables for Predictive Modeling Tasks
inferred← citeshttps://doi.org/10.1145/3770749openalex-snapshot
AI Alignment: A Contemporary Survey
inferred← citeshttps://doi.org/10.1145/3805689.3806510openalex-snapshot
The Consensus Trap: Dissecting Subjectivity and the “Ground Truth” Illusion in Data Annotation
inferred← citeshttps://doi.org/10.1145/3805689.3806512openalex-snapshot
Risks and Opportunities in Human-Machine Teaming in Operationalizing Machine Learning Target Variables
inferred← citeshttps://doi.org/10.1145/3805689.3806736openalex-snapshot
To Build or Not to Build? Factors that Lead to Non-Development or Abandonment of AI Systems
inferred← citeshttps://doi.org/10.1145/3805689.3812209openalex-snapshot
Judging the Judges: Evaluating Pretrial Release Decisions with A Simple Nonparametric Approach
inferred← citeshttps://doi.org/10.1145/3805689.3812310openalex-snapshot
Falsifying Discriminant Validity of Predictive Algorithms
inferred← citeshttps://doi.org/10.1145/3815418openalex-snapshot
Offline Reinforcement Learning for Adaptive Support in AI-Assisted Decision-Making
inferred← citeshttps://doi.org/10.1609/hcomp.v11i1.27554openalex-snapshot
A Taxonomy of Human and ML Strengths in Decision-Making to Investigate Human-ML Complementarity
inferred← citeshttps://doi.org/10.2139/ssrn.7572024openalex-snapshot
Selective institutional augmentation: AI, visibility and action in anti-trafficking interventions
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