2 citations · 2 across the 2 of their papers we have counts for
2 papers
cs.LG2025
Nonparametric Factor Analysis and Beyond
Yujia Zheng, Yang Liu, Jiaxiong Yao +2
Nearly all identifiability results in unsupervised representation learning inspired by, e.g., independent component analysis, factor analysis, and causal representation learning, r…
stat.ML2022★ 2 cited
Revealing Unobservables by Deep Learning: Generative Element Extraction Networks (GEEN)
Yingyao Hu, Yang Liu, Jiaxiong Yao
Latent variable models are crucial in scientific research, where a key variable, such as effort, ability, and belief, is unobserved in the sample but needs to be identified. This p…