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R. P. Adams

2 papers hereh-index 326 citations9 works total

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author position
  • last author2

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.LG2

identity via Semantic Scholar / OpenAlex

most citedLocal Learning Rules for Out-of-Equilibrium Physical Generative Models

1 citations · 1 across the 1 of their papers we have counts for

collaborators

2 papers

cs.LG2026★ 1 cited

Local Learning Rules for Out-of-Equilibrium Physical Generative Models

Cyrill Bösch, Geoffrey Roeder, Marc Serra-Garcia +1

We show that the out-of-equilibrium driving protocol of score-based generative models (SGMs) can be learned via local learning rules. The gradient with respect to the parameters of…

cs.LG2024

Generative Marginalization Models

Sulin Liu, Peter J. Ramadge, Ryan P. Adams

We introduce marginalization models (MAMs), a new family of generative models for high-dimensional discrete data. They offer scalable and flexible generative modeling by explicitly…

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