144 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- Skolkovo Institute of Science and TechnologyRU8 papers
- Institut de Mathématiques de Jussieu-Paris Rive GaucheFR6 papers
- Université Paris CitéFR6 papers
- Centre National de la Recherche ScientifiqueFR5 papers
- Sorbonne UniversitéFR5 papers
- Moscow Institute of Physics and TechnologyRU4 papers
- Sorbonne Paris CitéFR4 papers
- Lomonosov Moscow State UniversityRU2 papers
- National Research University Higher School of EconomicsRU2 papers
- Aristotle University of ThessalonikiGR1 paper
- Art Institute of PortlandUS1 paper
- Athena Research and Innovation Center In Information Communication & Knowledge TechnologiesGR1 paper
Showing 2023Show all
2 papers · 1 filter
cs.LG2023★ 1 cited
Disentanglement Learning via Topology
Nikita Balabin, Daria Voronkova, Ilya Trofimov +2
We propose TopDis (Topological Disentanglement), a method for learning disentangled representations via adding a multi-scale topological loss term. Disentanglement is a crucial pro…
cs.LG2023★ 2 cited
Learning Topology-Preserving Data Representations
Ilya Trofimov, Daniil Cherniavskii, Eduard Tulchinskii +3
We propose a method for learning topology-preserving data representations (dimensionality reduction). The method aims to provide topological similarity between the data manifold an…