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M. Vowels

18 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 author3
  • first author5
  • middle author8
  • last author1

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

fields
  • cs.LG5
  • cs.CL3
  • cs.CV3
  • cs.IR2
  • stat.ML2
  • cs.CY1

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 · 11 across the 13 of their papers we have counts for

collaborators
Showing cs.CVShow all

3 papers · 1 filter

cs.CV2024

Modelling the Distribution of Human Motion for Sign Language Assessment

Oliver Cory, Ozge Mercanoglu Sincan, Matthew Vowels +7

Sign Language Assessment (SLA) tools are useful to aid in language learning and are underdeveloped. Previous work has focused on isolated signs or comparison against a single refer…

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.CV2019

Gated Variational AutoEncoders: Incorporating Weak Supervision to Encourage Disentanglement

Matthew J. Vowels, Necati Cihan Camgoz, Richard Bowden

Variational AutoEncoders (VAEs) provide a means to generate representational latent embeddings. Previous research has highlighted the benefits of achieving representations that are…

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