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John J. Vastola

19 papers hereh-index 10330 citations31 works total

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

author position
  • sole author6
  • first author7
  • middle author1
  • last author3

Across the 17 of 19 papers where every author was matched, so the position is known.

fields
  • cs.LG7
  • q-bio.NC3
  • q-bio.QM3
  • cond-mat.stat-mech2
  • cs.AI2
  • cs.CV1

identity via Semantic Scholar / OpenAlex

activity
20192026
most citedThe chemical Langevin equation: a path integral view of Gillespie's derivation

10 citations · 35 across the 13 of their papers we have counts for

collaborators
Showing 2023Show all

2 papers · 1 filter

cs.AI2023

The Hidden Linear Structure in Score-Based Models and its Application

Binxu Wang, John J. Vastola

Score-based models have achieved remarkable results in the generative modeling of many domains. By learning the gradient of smoothed data distribution, they can iteratively generat…

cs.CV2023★ 1 cited

Diffusion Models Generate Images Like Painters: an Analytical Theory of Outline First, Details Later

Binxu Wang, John J. Vastola

How do diffusion generative models convert pure noise into meaningful images? In a variety of pretrained diffusion models (including conditional latent space models like Stable Dif…

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