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Ruben Villegas

18 papers hereh-index 185.2k citations25 works total

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

author position
  • first author6
  • middle author11

Across the 17 of 18 papers where every author was matched, so the position is known.

fields
  • cs.CV16
  • cs.LG2
same name
  • Ruben Villegas — 2 papers, h 2

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20152023
most citedDecomposing Motion and Content for Natural Video Sequence Prediction

416 citations · 1.4k across the 15 of their papers we have counts for

collaborators
Showing 2019Show all

2 papers · 1 filter

cs.CV2019★ 20 cited

High Fidelity Video Prediction with Large Stochastic Recurrent Neural Networks

Ruben Villegas, Arkanath Pathak, Harini Kannan +3

Predicting future video frames is extremely challenging, as there are many factors of variation that make up the dynamics of how frames change through time. Previously proposed sol…

cs.CV2019★ 17 cited

Unsupervised Learning of Object Structure and Dynamics from Videos

Matthias Minderer, Chen Sun, Ruben Villegas +3

Extracting and predicting object structure and dynamics from videos without supervision is a major challenge in machine learning. To address this challenge, we adopt a keypoint-bas…

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