Solon Barocas | DeepAI

AI Chat

Featured Co-authors

Jon Kleinberg
78 publications
Hal Daumé III
56 publications
Christopher De Sa
51 publications
Hanna Wallach
33 publications
Jennifer Wortman Vaughan
32 publications
Alexandra Chouldechova
27 publications
Ece Kamar
27 publications
Hoda Heidari
24 publications
Manish Raghavan
21 publications
Karen Levy
17 publications
Su Lin Blodgett
16 publications

∙ 09/08/2023

On the Actionability of Outcome Prediction

Predicting future outcomes is a prevalent application of machine learnin...

0 Lydia T. Liu, et al. ∙

∙ 06/23/2023

Multi-Target Multiplicity: Flexibility and Fairness in Target Specification under Resource Constraints

Prediction models have been widely adopted as the basis for decision-mak...

0 Jamelle Watson-Daniels, et al. ∙

∙ 05/02/2023

Taxonomizing and Measuring Representational Harms: A Look at Image Tagging

In this paper, we examine computational approaches for measuring the "fa...

0 Jared Katzman, et al. ∙

∙ 01/28/2023

Informational Diversity and Affinity Bias in Team Growth Dynamics

Prior work has provided strong evidence that, within organizational sett...

0 Hoda Heidari, et al. ∙

∙ 01/27/2023

Variance, Self-Consistency, and Arbitrariness in Fair Classification

In fair classification, it is common to train a model, and to compare an...

0 A. Feder Cooper, et al. ∙

∙ 07/19/2022

Mimetic Models: Ethical Implications of AI that Acts Like You

An emerging theme in artificial intelligence research is the creation of...

3 Reid McIlroy-Young, et al. ∙

∙ 06/14/2022

Measuring Representational Harms in Image Captioning

Previous work has largely considered the fairness of image captioning sy...

0 Angelina Wang, et al. ∙

∙ 05/05/2022

REAL ML: Recognizing, Exploring, and Articulating Limitations of Machine Learning Research

Transparency around limitations can improve the scientific rigor of rese...

0 Jessie J. Smith, et al. ∙

∙ 03/08/2022

An Uncommon Task: Participatory Design in Legal AI

Despite growing calls for participation in AI design, there are to date ...

0 Fernando Delgado, et al. ∙

∙ 09/14/2021

Algorithmic Auditing and Social Justice: Lessons from the History of Audit Studies

Algorithmic audits have been embraced as tools to investigate the functi...

0 Briana Vecchione, et al. ∙

∙ 05/26/2021

Computer Vision and Conflicting Values: Describing People with Automated Alt Text

Scholars have recently drawn attention to a range of controversial issue...

0 Margot Hanley, et al. ∙

∙ 03/10/2021

Designing Disaggregated Evaluations of AI Systems: Choices, Considerations, and Tradeoffs

Several pieces of work have uncovered performance disparities by conduct...

5 Solon Barocas, et al. ∙

∙ 03/10/2021

On Modeling Human Perceptions of Allocation Policies with Uncertain Outcomes

Many policies allocate harms or benefits that are uncertain in nature: t...

0 Hoda Heidari, et al. ∙

∙ 02/27/2021

Better Together? How Externalities of Size Complicate Notions of Solidarity and Actuarial Fairness

Consider a cost-sharing game with players of different contribution to t...

0 Kate Donahue, et al. ∙

∙ 05/28/2020

Language (Technology) is Power: A Critical Survey of "Bias" in NLP

We survey 146 papers analyzing "bias" in NLP systems, finding that their...

0 Su Lin Blodgett, et al. ∙

∙ 12/10/2019

The Hidden Assumptions Behind Counterfactual Explanations and Principal Reasons

Counterfactual explanations are gaining prominence within technical, leg...

0 Solon Barocas, et al. ∙

∙ 12/10/2019

Roles for Computing in Social Change

A recent normative turn in computer science has brought concerns about f...

0 Rediet Abebe, et al. ∙

∙ 06/21/2019

Mitigating Bias in Algorithmic Employment Screening: Evaluating Claims and Practices

There has been rapidly growing interest in the use of algorithms for emp...

2 Manish Raghavan, et al. ∙

∙ 01/08/2019

Problem Formulation and Fairness

Formulating data science problems is an uncertain and difficult process....

0 Samir Passi, et al. ∙

∙ 11/19/2018

Prediction-Based Decisions and Fairness: A Catalogue of Choices, Assumptions, and Definitions

A recent flurry of research activity has attempted to quantitatively def...

0 Shira Mitchell, et al. ∙

∙ 09/05/2018

Debiasing Desire: Addressing Bias & Discrimination on Intimate Platforms

Designing technical systems to be resistant to bias and discrimination r...

0 Jevan Hutson, et al. ∙

Are you a researcher?
Expose your work
to one of the largest
A.I. communities in the world