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M. Vowels

26 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 author8
  • middle author9
  • last author1

Across the 24 of 26 papers where every author was matched, so the position is known.

fields
  • cs.LG7
  • cs.CL4
  • cs.CV4
  • 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 · 17 across the 21 of their papers we have counts for

collaborators
Showing 2024Show all

3 papers · 1 filter

cs.LG2024

CaTs and DAGs: Integrating Directed Acyclic Graphs with Transformers for Causally Constrained Predictions

Matthew J. Vowels, Mathieu Rochat, Sina Akbari

Artificial Neural Networks (ANNs), including fully-connected networks and transformers, are highly flexible and powerful function approximators, widely applied in fields like compu…

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.CL2024★ 1 cited

psifx -- Psychological and Social Interactions Feature Extraction Package

Guillaume Rochette, Mathieu Rochat, Nizar Michaud +1

psifx is a plug-and-play multi-modal feature extraction toolkit, aiming to facilitate and democratize the use of state-of-the-art machine learning techniques for human sciences res…

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