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Pengzhou (Abel) Wu

Institute of Statistical Mathematics

5 papers hereh-index 474 citations7 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • sole author1
  • first author4

Across the 5 of 5 papers where every author was matched, so the position is known.

fields
  • stat.ML5
affiliations
  • Institute of Statistical Mathematics

identity via Semantic Scholar / OpenAlex

activity
20202026
most citedIntact-VAE: Estimating Treatment Effects under Unobserved Confounding

6 citations · 10 across the 5 of their papers we have counts for

collaborators
Showing 2026Show all

1 paper · 1 filter

stat.ML2026

Beyond ICA: Identifiability by Symmetry Breaking

Pengzhou Wu

We prove the population-level identifiability of deep generative models (DGMs) with piecewise-affine (PWA) decoders and Gaussian mixture model (GMM) priors, in a purely unsupervise…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.