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Johanna Sommer

4 papers hereh-index 7307 citations14 works total

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

author position
  • first author1
  • middle author2

Across the 3 of 4 papers where every author was matched, so the position is known.

fields
  • cs.LG3
  • q-bio.BM1
same name
  • Johanna Sommer — 2 papers

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20192025
most citedNeural Flows: Efficient Alternative to Neural ODEs

24 citations · 24 across the 2 of their papers we have counts for

collaborators

4 papers

q-bio.BM2025

Unified Guidance for Geometry-Conditioned Molecular Generation

Sirine Ayadi, Leon Hetzel, Johanna Sommer +2

Effectively designing molecular geometries is essential to advancing pharmaceutical innovations, a domain, which has experienced great attention through the success of generative m…

cs.LG2024

OneProt: Towards Multi-Modal Protein Foundation Models

Klemens Flöge, Srisruthi Udayakumar, Johanna Sommer +8

Recent advances in Artificial Intelligence have enabled multi-modal systems to model and translate diverse information spaces. Extending beyond text and vision, we introduce OnePro…

cs.LG2021★ 24 cited

Neural Flows: Efficient Alternative to Neural ODEs

Marin Biloš, Johanna Sommer, Syama Sundar Rangapuram +2

Neural ordinary differential equations describe how values change in time. This is the reason why they gained importance in modeling sequential data, especially when the observatio…

cs.LG2019

Learning to Tune XGBoost with XGBoost

Johanna Sommer, Dimitrios Sarigiannis, Thomas Parnell

In this short paper we investigate whether meta-learning techniques can be used to more effectively tune the hyperparameters of machine learning models using successive halving (SH…

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