Author

Dirk Gütlin

Bernstein Center for Computational Neuroscience BerlinORCID 0000-0003-3822-896XUnclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Neuroscience· 2

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 2 Approach:statistical model· 2 Approach:contrastive learning· 1 Organism:human· 1

Frequent Co-Authors

Ryszard AuksztulewicziD· 2 shared Denise Kittelmann· 1 shared

Activity by Year

2025-2026 · peak 1/yr

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2 top collaborators · 1 mutual co-author link

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2 shared papersNeuroscience

Ryszard AuksztulewiczORCID

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2 papers

Recent·Most cited

NeurosciencebioRxivPreprintSep 24, 2026

Predictive coding networks capture human neural representations missing in supervised DNNs

Dirk Gütlin, Denise Kittelmann, Ryszard Auksztulewicz

The paper compares predictive, contrastive, and supervised learning in neural networks to understand human brain representations and finds predictive learning better models brain activity.

DOI 10.64898/2026.09.18.752626

humanstatistical model

𝕏 PostBluesky

NeurosciencePLOS complex systems.Peer-reviewedNov 5, 2025

Predictive Coding algorithms induce brain-like responses in Artificial Neural Networks

Dirk Gütlin, Ryszard Auksztulewicz

This paper shows that predictive coding-inspired neural networks exhibit brain-like behaviors such as mismatch responses and prior formation, suggesting they can model biological neural networks.

2 citations

statistical modelcontrastive learning

𝕏 PostBluesky