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09/10/2023
Beyond Skin Tone: A Multidimensional Measure of Apparent Skin Color
This paper strives to measure apparent skin color in computer vision, be...
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08/16/2023
Flickr Africa: Examining Geo-Diversity in Large-Scale, Human-Centric Visual Data
Biases in large-scale image datasets are known to influence the performa...
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05/08/2023
Augmented Datasheets for Speech Datasets and Ethical Decision-Making
Speech datasets are crucial for training Speech Language Technologies (S...
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05/03/2023
Considerations for Ethical Speech Recognition Datasets
Speech AI Technologies are largely trained on publicly available dataset...
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03/30/2023
A View From Somewhere: Human-Centric Face Representations
Few datasets contain self-identified sensitive attributes, inferring att...
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02/07/2023
Ethical Considerations for Collecting Human-Centric Image Datasets
Human-centric image datasets are critical to the development of computer...
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12/27/2022
From Single-Visit to Multi-Visit Image-Based Models: Single-Visit Models are Enough to Predict Obstructive Hydronephrosis
Previous work has shown the potential of deep learning to predict renal ...
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10/21/2022
Men Also Do Laundry: Multi-Attribute Bias Amplification
As computer vision systems become more widely deployed, there is increas...
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07/06/2022
Towards the Use of Saliency Maps for Explaining Low-Quality Electrocardiograms to End Users
When using medical images for diagnosis, either by clinicians or artific...
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05/15/2022
Regulating Facial Processing Technologies: Tensions Between Legal and Technical Considerations in the Application of Illinois BIPA
Harms resulting from the development and deployment of facial processing...
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01/26/2022
Promises and Challenges of Causality for Ethical Machine Learning
In recent years, there has been increasing interest in causal reasoning ...
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05/11/2021
On the Validity of Arrest as a Proxy for Offense: Race and the Likelihood of Arrest for Violent Crimes
The risk of re-offense is considered in decision-making at many stages o...
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03/27/2021
A Multistakeholder Approach Towards Evaluating AI Transparency Mechanisms
Given that there are a variety of stakeholders involved in, and affected...
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12/18/2020
Affirmative Algorithms: The Legal Grounds for Fairness as Awareness
While there has been a flurry of research in algorithmic fairness, what ...
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11/15/2020
Uncertainty as a Form of Transparency: Measuring, Communicating, and Using Uncertainty
Transparency of algorithmic systems entails exposing system properties t...
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10/30/2020
"What We Can't Measure, We Can't Understand": Challenges to Demographic Data Procurement in the Pursuit of Fairness
As calls for fair and unbiased algorithmic systems increase, so too does...
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07/10/2020
Machine Learning Explainability for External Stakeholders
As machine learning is increasingly deployed in high-stakes contexts aff...
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11/25/2019
On the Legal Compatibility of Fairness Definitions
Past literature has been effective in demonstrating ideological gaps in ...
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09/13/2019