2 papers
cs.SI2026
Information Loss and Disparate Effects in Network Embeddings
Gabriel Chuang, Augustin Chaintreau
An extensive line of work studies fairness interventions for network embeddings, but less is known about their baseline behavior. In this work, we ask: how do baseline embeddings (…
cs.GT2025
The Cost of Balanced Training-Data Production in an Online Data Market
Augustin Chaintreau, Roland Maio, Juba Ziani
Many ethical issues in machine learning are connected to the training data. Online data markets are an important source of training data, facilitating both production and distribut…