HEIndividual fellowship2025–2028
CHALKS · TopologiCal ApproacH to Artificial NeurAL NetworKS
Horizon Europe — Marie Skłodowska-Curie Actions
- Duration
- 2025-02-01 → 2028-01-31
- EU contribution
- €262,600
- Participants
- 3
- Scheme
- HORIZON-TMA-MSCA-PF-GF
Lines connect the coordinator with its partners.
Project objective
The project TopologiCal ApproacH to Artificial NeurAL NetworKS (CHALKS) will focus on the study of Artificial Neural Networks architecture based on computational topology approaches and sheaf theory. More specifically, towards Explainability, we plan to study the data representations through the different hidden layers of ANNs and track the topological complexity evolution. Then, we want to characterize the needed architecture based on the topological complexity.
Original text from CORDIS.
Participants
- UNIVERSIDAD DE SEVILLA · SevillaCoordinatorSpain
- Mathematical Institute, University of Oxford · OxfordUnited Kingdom
- NATIONAL UNIVERSITY CORPORATION THE UNIVERSITY OF TOKYO · TOKYOJapan
Links
- View on CORDIS
- DOI: 10.3030/101153039
- https://ec.europa.eu/research/participants/documents/downloadPublic?documentIds=080166e51c1266d5&appId=PPGMS
Data: CORDIS, © European Union