3 papers
cs.CY2026
Scrutinizing Index-Based Risk Assessments: A Case Study in NYC Decision-making for Heat Emergency Management
Jennah Gosciak, Luke Boyce, Angelina Wang +1
Cities are increasingly turning to large-scale data analysis and machine learning to make consequential decisions. While the algorithmic fairness community has focused on analyzing…
cs.CY2025
Identities are not Interchangeable: The Problem of Overgeneralization in Fair Machine Learning
Angelina Wang
A key value proposition of machine learning is generalizability: the same methods and model architecture should be able to work across different domains and different contexts. Whi…
cs.AI2025
Towards deployment-centric multimodal AI beyond vision and language
Xianyuan Liu, Jiayang Zhang, Shuo Zhou +45
Multimodal artificial intelligence (AI) integrates diverse types of data via machine learning to improve understanding, prediction, and decision-making across disciplines such as h…