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Fairness, Bias, and Research Governance / Fairness Perception, Resource Allocation, and Interaction Presentation

Non-technical users struggle to understand whether complex AI predictors are fair.

lightbulbPractical problemFairness Perception, Resource Allocation, and Interaction Presentation

Non-technical users struggle to understand whether complex AI predictors are fair.

CHI '21Effect of Information Presentation on Fairness Perceptions of Machine Learning Predictors

Similar questions

lightbulbPractical problemFairness Perception, Resource Allocation, and Interaction Presentation

Automated decision systems involve risk in sensitive scenarios, and their fairness is difficult for users to trust.

IUI '24Do Crowdsourced Fairness Preferences Correlate with Risk Perceptions?

lightbulbPractical problemFairness Perception, Resource Allocation, and Interaction Presentation

AI systems may amplify bias in tasks, leading to unfair allocations, such as gender discrimination in occupational prediction.

CHI '24Explanations, Fairness, and Appropriate Reliance in Human-AI Decision-Making

lightbulbPractical problemFairness Perception, Resource Allocation, and Interaction Presentation

Pretrained text models may contain social bias, leading to injustice in downstream applications.

CHI '24STILE: Exploring and Debugging Social Biases in Pre-trained Text Representations

lightbulbPractical problemFairness Perception, Resource Allocation, and Interaction Presentation

Consumers feel algorithmic pricing and price discrimination are unfair, affecting purchase satisfaction and brand trust.

CHI '24I lose vs. I earn: Consumer perceived price fairness toward algorithmic (vs. human) price discrimination

lightbulbPractical problemFairness Perception, Resource Allocation, and Interaction Presentation

Low-performing users' engagement is easily overlooked in social exergames, creating unfair experiences.

IUI '23Improving Fairness in Adaptive Social Exergames via Shapley Bandits

lightbulbPractical problemFairness Perception, Resource Allocation, and Interaction Presentation

Existing data dashboards may deviate from real needs of social equity.

CSCW '23The Opportunity Cost: Using a Narrative Approach to Reframe Pro-equity Urban Informatics

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Do Crowdsourced Fairness Preferences Correlate with Risk Perceptions?

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Explanations, Fairness, and Appropriate Reliance in Human-AI Decision-Making

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STILE: Exploring and Debugging Social Biases in Pre-trained Text Representations

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I lose vs. I earn: Consumer perceived price fairness toward algorithmic (vs. human) price discrimination

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Designing Resource Allocation Tools to Promote Fair Allocation: Do Visualization and Information Framing Matter?

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AI-Moderated Decision-Making: Capturing and Balancing Anchoring Bias in Sequential Decision Tasks

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Effect of Information Presentation on Fairness Perceptions of Machine Learning Predictors

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