Author

Maria M. Papathanasiou

Imperial College LondonORCID 0000-0002-8886-0624Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

Click to filter author papers

Bioengineering· 1

Signature Assays, Organisms & Methods

Click to filter · or open tag

Approach:contrastive learning· 1 Approach:deep learning· 1

Frequent Co-Authors

Daniele PessinaiD· 1 shared Jerry Y. Y. HengiD· 1 shared Oliver L Watson· 1 shared Wenqing TianiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

4 top collaborators · 6 mutual co-author links

Click any collaborator node to inspect or filter shared papers

Focal author (center)Selected co-authorORCID co-authorUnlinked name

Curved chords = mutual co-authorship

1 shared paperBioengineering

Daniele PessinaORCID

Mutual co-authors in cluster

Author profile →

1 paper

Recent·Most cited

BioengineeringDigital Chemical EngineeringPeer-reviewedFeb 16, 2026

Transfer Learning Assessment of Data-driven Crystallisation Processes via Constrained Neural Ordinary Differential Equations

Daniele Pessina, Wenqing Tian, Oliver L Watson…·Maria M. Papathanasiou

This paper assesses transfer learning for crystallisation modelling using constrained neural ODEs, showing improved generalisation and physical consistency in data-scarce scenarios.

DOI 10.1016/j.dche.2026.100292

deep learningcontrastive learning

𝕏 PostBluesky