Author

Akshey Kumar

University of ViennaORCID 0009-0007-6062-165XUnclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Organism:C. elegans· 2 Assay:imaging· 2 Research Focus:cell type annotation· 1 Approach:deep learning· 1 Research Focus:dimensionality reduction· 1 Organism:rat· 1 Approach:statistical model· 1 Research Focus:trajectory inference· 1

Frequent Co-Authors

Anja MeunieriD· 2 shared Moritz Grosse‐WentrupiD· 2 shared Aditya GilraiD· 1 shared Manuel ZimmeriD· 1 shared

Activity by Year

2023-2024 · peak 1/yr

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4 top collaborators · 5 mutual co-author links

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2 shared papersNeuroscience

Anja MeunierORCID

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2 papers

Recent·Most cited

NeurosciencePLoS Computational BiologyPeer-reviewedDec 16, 2024

Neuro-Cognitive Multilevel Causal Modeling: A Framework that Bridges the Explanatory Gap between Neuronal Activity and Cognition

Moritz Grosse‐Wentrup, Akshey Kumar, Anja Meunier, Manuel Zimmer

This paper introduces NC-MCM, a framework that learns cognitive-level causal models from neuronal data, demonstrating its application to C. elegans calcium imaging data.

1 citation

C. elegansimaging

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NeurosciencebioRxivPreprintAug 8, 2023

BunDLe-Net: Learning minimal neural manifolds that represent only behaviourally relevant dynamics

Akshey Kumar, Aditya Gilra, Anja Meunier, Moritz Grosse‐Wentrup

BunDLe-Net learns low-dimensional Markovian embeddings of neural dynamics that preserve only behaviourally relevant aspects, improving the relationship between neural activity and behaviour across datasets.

2 citations

C. elegansrat

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