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researcher

Marta Garnelo

3 papers here

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

author position
  • first author2
  • middle author1

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • cs.AI1

identity via Semantic Scholar / OpenAlex

most citedDeep Unsupervised Clustering with Gaussian Mixture Variational Autoencoders

498 citations · 644 across the 3 of their papers we have counts for

collaborators
Showing cs.LGShow all

2 papers · 1 filter

cs.LG2023★ 1 cited

Exploring the Space of Key-Value-Query Models with Intention

Marta Garnelo, Wojciech Marian Czarnecki

Attention-based models have been a key element of many recent breakthroughs in deep learning. Two key components of Attention are the structure of its input (which consists of keys…

cs.LG2016★ 498 cited

Deep Unsupervised Clustering with Gaussian Mixture Variational Autoencoders

Nat Dilokthanakul, Pedro A. M. Mediano, Marta Garnelo +4

We study a variant of the variational autoencoder model (VAE) with a Gaussian mixture as a prior distribution, with the goal of performing unsupervised clustering through deep gene…

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