AI, Normality, and Oppressive Things
Ting-an Lin; Linus Ta-Lun Huang

When in Doubt, Cascade: Towards Building Efficient and Capable Guardrails
Manish Nagireddy; Inkit Padhi; Soumya Ghosh; Prasanna Sattigeri

Measuring What Matters: Connecting AI Ethics Evaluations to System Attributes, Hazards, and Harms
Shalaleh Rismani; Renee Shelby; Leah Davis; Negar Rostamzadeh; AJung Moon

Govern with, Not For: Understanding the Stuttering Community’s Preferences and Goals for Speech AI Data Governance in the US and China
Jingjin Li; Peiyao Liu; Rebecca Lietz; Ningjing Tang; Norman Makoto Su; Shaomei Wu