Closing the AI accountability gap

Inioluwa Deborah Raji, Andrew Smart, Rebecca N. White, +6

Artificial IntelligenceEngineeringInformation SecurityAlgorithmic AccountabilityAi Safety +17

Towards Accountability for Machine Learning Datasets: Practices from Software Engineering and Infrastructure

Ben Hutchinson, Andrew Smart, Alex Hanna, +4

On the genealogy of machine learning datasets: A critical history of ImageNet

Emily Denton, Alex Hanna, Razvan Amironesei, +2

Big Data & Society

Artificial IntelligenceEngineeringMachine LearningMachine Learning ToolAi Foundation +21

Sociotechnical Harms of Algorithmic Systems: Scoping a Taxonomy for Harm Reduction

Renee Shelby, Shalaleh Rismani, Kathryn Henne, +8

Computer EthicEngineeringSoftware EngineeringHarm ReductionSocial Sciences +18

Closing the AI Accountability Gap: Defining an End-to-End Framework for Internal Algorithmic Auditing

Inioluwa Deborah Raji, Andrew Smart, Rebecca N. White, +6

arXiv (Cornell University)

Artificial IntelligenceEngineeringAlgorithmic AccountabilityAi SafetySoftware Engineering +20

Walking the Walk of AI Ethics: Organizational Challenges and the Individualization of Risk among Ethics Entrepreneurs

Sanna J. Ali, Angèle Christin, Andrew Smart, +1

Healthsheet: Development of a Transparency Artifact for Health Datasets

Negar Rostamzadeh, Diana Mincu, Subhrajit Roy, +7

2022 ACM Conference on Fairness, Accountability, and Transparency

Bringing the People Back In: Contesting Benchmark Machine Learning Datasets

Alex Hanna, Razvan Amironesei, Andrew Smart, +2

arXiv (Cornell University)

Artificial IntelligenceEngineeringMachine LearningSociotechnical SystemsComputational Social Science +15

Governing Genetic Databases: Challenges Facing Research Regulation and Practice

Susan Gibbons, Jane Kaye, Andrew Smart, +2

Journal of Law and Society

Genetic DiseasesGenetic TestingEngineeringBiobankGenetics +13

Towards Accountability for Machine Learning Datasets: Practices from Software Engineering and Infrastructure

Ben Hutchinson, Andrew Smart, Alex Hanna, +5

arXiv (Cornell University)

Artificial IntelligenceEngineeringMachine LearningMachine Learning ToolTowards Accountability +22