It's COMPASlicated: The Messy Relationship between RAI Datasets and Algorithmic Fairness Benchmarks. - Michelle Bao; Angela Zhou; Samantha Zottola; Brian Brubach; Sarah Desmarais; Aaron Horowitz; Kristian Lum; Suresh Venkatasubramanian (NeurIPS Datasets and Benchmarks, 2021)

Flipping the Script on Criminal Justice Risk Assessment: An actuarial model for assessing the risk the federal sentencing system poses to defendants. - Mikaela Meyer; Aaron Horowitz; Erica Marshall; Kristian Lum (FAccT, 2022)

The Fallacy of AI Functionality. - Inioluwa Deborah Raji; I. Elizabeth Kumar; Aaron Horowitz; Andrew D. Selbst (FAccT, 2022)

Challenge Accepted? A Critique of the 2021 National Institute of Justice Recidivism Forecasting Challenge. - Tobi Jegede; Marissa Kumar Gerchick; Amreeta S. Mathai; Aaron Horowitz (EAAMO, 2023)

The Devil is in the Details: Interrogating Values Embedded in the Allegheny Family Screening Tool. - Marissa Gerchick; Tobi Jegede; Tarak Shah; Ana Gutierrez; Sophie Beiers; Noam Shemtov; Kath Xu; Anjana Samant; Aaron Horowitz (FAccT, 2023)

The Misuse of AUC: What High Impact Risk Assessment Gets Wrong. - Kweku Kwegyir-Aggrey; Marissa Gerchick; Malika Mohan; Aaron Horowitz; Suresh Venkatasubramanian (FAccT, 2023)