output
20092026
most citedImproving fairness in machine learning systems: What do industry practitioners need?

758 citations

researchers with a paper here

Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

collaborating institutions
Showing cs.CYShow all

6 papers · 1 filter

cs.CY2026★ 1 cited

Evaluating AI-Generated Images of Cultural Artifacts with Community-Informed Rubrics

Nari Johnson, Deepthi Sudharsan, Hamna +7

Measurement is essential to improving AI performance and mitigating harms for marginalized groups. As generative AI systems are rapidly deployed across geographies and contexts, AI…

cs.CY2026

Effects of Generative AI Errors on User Reliance Across Task Difficulty

Jacy Reese Anthis, Hannah Cha, Solon Barocas +2

The capabilities of artificial intelligence (AI) lie along a jagged frontier, where AI systems surprisingly fail on tasks that humans find easy and succeed on tasks that humans fin…

cs.CY2025★ 56 cited

From Efficiency Gains to Rebound Effects: The Problem of Jevons' Paradox in AI's Polarized Environmental Debate

Alexandra Sasha Luccioni, Emma Strubell, Kate Crawford

As the climate crisis deepens, artificial intelligence (AI) has emerged as a contested force: some champion its potential to advance renewable energy, materials discovery, and larg…

cs.CY2024★ 4 cited

What Constitutes a Less Discriminatory Algorithm?

Benjamin Laufer, Manish Raghavan, Solon Barocas

Disparate impact doctrine offers an important legal apparatus for targeting discriminatory data-driven algorithmic decisions. A recent body of work has focused on conceptualizing o…

cs.CY2022★ 105 cited

Seeing Like a Toolkit: How Toolkits Envision the Work of AI Ethics

Richmond Y. Wong, Michael A. Madaio, Nick Merrill

Numerous toolkits have been developed to support ethical AI development. However, toolkits, like all tools, encode assumptions in their design about what work should be done and ho…

cs.CY2020

Mathematical Foundations for Social Computing

Yiling Chen, Arpita Ghosh, Michael Kearns +2

Social computing encompasses the mechanisms through which people interact with computational systems: crowdsourcing systems, ranking and recommendation systems, online prediction m…