2 papers
cs.CV2025
Common-Sense Bias Modeling for Classification Tasks
Miao Zhang, Zee fryer, Ben Colman +2
Machine learning model bias can arise from dataset composition: correlated sensitive features can distort the downstream classification model's decision boundary and lead to perfor…
cs.CV2024
Mitigating Urban-Rural Disparities in Contrastive Representation Learning with Satellite Imagery
Miao Zhang, Rumi Chunara
Satellite imagery is being leveraged for many societally critical tasks across climate, economics, and public health. Yet, because of heterogeneity in landscapes (e.g. how a road l…