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M. Vowels

25 papers hereh-index 13821 citations60 works total

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

author position
  • sole author6
  • first author7
  • middle author9
  • last author1

Across the 23 of 25 papers where every author was matched, so the position is known.

fields
  • cs.LG7
  • cs.CV4
  • cs.CL3
  • stat.ME3
  • stat.ML3
  • cs.IR2

identity via Semantic Scholar / OpenAlex

activity
20192026
most citedTrying to Outrun Causality with Machine Learning: Limitations of Model Explainability Techniques for Identifying Predictive Variables

7 citations · 16 across the 19 of their papers we have counts for

collaborators
Showing 2021 · cs.CVShow all

2 papers · 2 filters

cs.CV2021

Shadow-Mapping for Unsupervised Neural Causal Discovery

Matthew J. Vowels, Necati Cihan Camgoz, Richard Bowden

An important goal across most scientific fields is the discovery of causal structures underling a set of observations. Unfortunately, causal discovery methods which are based on co…

cs.CV2021

VDSM: Unsupervised Video Disentanglement with State-Space Modeling and Deep Mixtures of Experts

Matthew J. Vowels, Necati Cihan Camgoz, Richard Bowden

Disentangled representations support a range of downstream tasks including causal reasoning, generative modeling, and fair machine learning. Unfortunately, disentanglement has been…

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