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Mackenzie W. Mathis

EPFL

9 papers hereh-index 3011.9k citations79 works total

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

author position
  • sole author1
  • middle author1
  • last author7

Across the 9 of 9 papers where every author was matched, so the position is known.

fields
  • cs.CV5
  • cs.LG2
  • q-bio.NC1
  • stat.ML1
affiliations
  • EPFL
ORCID 0000-0001-7368-4456

identity via Semantic Scholar / OpenAlex

collaborators
Showing stat.MLShow all

1 paper · 1 filter

stat.ML2025

Time-series attribution maps with regularized contrastive learning

Steffen Schneider, Rodrigo González Laiz, Anastasiia Filippova +2

Gradient-based attribution methods aim to explain decisions of deep learning models but so far lack identifiability guarantees. Here, we propose a method to generate attribution ma…

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