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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 · 12 across the 14 of their papers we have counts for

collaborators
Showing cs.IRShow all

2 papers · 1 filter

cs.IR2026

Sequences as Nodes for Contrastive Multimodal Graph Recommendation

Bucher Sahyouni, Matthew Vowels, Liqun Chen +1

To tackle cold-start and data sparsity issues in recommender systems, numerous multimodal, sequential, and contrastive techniques have been proposed. While these augmentations can…

cs.IR2026

Multimodal Enhancement of Sequential Recommendation

Bucher Sahyouni, Matthew Vowels, Liqun Chen +1

We propose a novel recommender framework, MuSTRec (Multimodal and Sequential Transformer-based Recommendation), that unifies multimodal and sequential recommendation paradigms. MuS…

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