I am a postdoctoral researcher working with Lena Jäger  at the Digital Linguistics Lab, on the ProPoSaL project funded by a Sinergia grant by the SNSF. Currently, I'm mostly interested in researching and developing methods in topological data analysis, and in applying them to linguistic data and questions stemming from NLP.

I earned my PhD in mathematics from Boston College, where I was supervised by Joshua Greene. My research primarily focused on low-dimensional topology and knot theory.

• Last Translation Benchmark, preprint.
  Vilém Zouhar, Niyati Bafna, Mukund Choudhary, Maike Züfle, Sara Rajaee, Pinzhen Chen, Jannis Vamvas, Sara Papi, Ona de Gibert, Bhavitvya Malik, Eliya Habba, Orfeas Menis Mastromichalakis, Patrícia Schmidtová, Michelle Wastl, Sheriff Issaka, Leshem Choshen, Stella Biderman, Antonis Anastasopoulos , Jan Niehues, Rico Sennrich, Mrinmaya Sachan, Ondřej Bojar, Kenton Murray, Jörg Tiedemann, Alham Fikri Aji, Philipp Koehn, Christof Monz, Alexandra Birch, ..., Marius Huber and 215 others
  [preprint |pdf ]
• Geometry-Preserving Dimensionality Reduction for Text Embeddings, preprint.
  Konstantinos Kalyfommatos, Andrianos Michail, Marius Huber, Bill Psomas, Simon Clematide, Juri Opitz
  [preprint |pdf ]
• Exploring Dowker Homology for Sentence Similarity, preprint.
  Marius Huber, Juri Opitz
  [arXiv preprint |code |bib ]
• Fixation Sequences as Time Series: A Topological Approach to Dyslexia Detection, ETRA 2026
  Marius Huber, David R. Reich, Lena A. Jäger
  [ http | pdf | code | bib ]
• Flagifying the Dowker Complex, preprint.
  Marius Huber, Patrick Schnider
  [arXiv preprint |code |bib ]
• AuToMATo: An Out-Of-The-Box Persistence-Based Clustering Algorithm, TMLR
  Marius Huber, Sara Kališnik, Patrick Schnider
  [pdf |code |bib ]
• Ribbon cobordisms as a partial order, Mathematical Research Letters, Vol.30, No. 5, 2023.
  Marius Huber
  [http |bib ]
• Ribbon cobordisms between lens spaces, Pacific Journal of Mathematics, Vol. 315, No. 1, 2021.
  Marius Huber
  [http |bib ]

• Fall' 24: Mathematical Foundations of Computational Linguistics 2
• Spring '24: Bayesian Statistics and Applications
• Spring '23: Linear Algebra for Machine Learning

• MagniSpread. PyTorch-implementation of metric space magnitude, magnitude dimension, spread, and spread dimension.
  [GitHub ]
• TimeSeriesHomology. Package to compute persistent homology of time series as in Fixation Sequences as Time Series: A Topological Approach to Dyslexia Detection.
  [GitHub | PyPi  ]
• DowkerRipsComplex. Implementation of the Dowker-Rips complex introduced in Flagifying the Dowker Complex.
  [GitHub | PyPi  ]
• DowkerComplex. An implementation of the Dowker complex.
  [GitHub | PyPi  ]
• AuToMATo. Implementation of the clustering algorithm introduced in AuToMATo: An Out-Of-The-Box Persistence-Based Clustering Algorithm.
  [GitHub | PyPi  ]
• SoaPy. A Python package for low-dimensional topologists that computes certain Heegaard-Floer-theoretic and classical invariants of Seifert fibered rational homology spheres.
  [GitHub ]