3 papers
cs.LG2026
Task-tailored Pre-processing: Fair Downstream Supervised Learning
Jinwon Sohn, Guang Lin, Qifan Song
Fairness-aware machine learning has recently attracted various communities to mitigate discrimination against certain societal groups in data-driven tasks. For fair supervised lear…
stat.ML2024
Parallelly Tempered Generative Adversarial Nets: Toward Stabilized Gradients
Jinwon Sohn, Qifan Song
A generative adversarial network (GAN) has been a representative backbone model in generative artificial intelligence (AI) because of its powerful performance in capturing intricat…
stat.ML2023
Fair Supervised Learning with A Simple Random Sampler of Sensitive Attributes
Jinwon Sohn, Qifan Song, Guang Lin
As the data-driven decision process becomes dominating for industrial applications, fairness-aware machine learning arouses great attention in various areas. This work proposes fai…