q-bio.NC · 2026-06-16 · No. 25

Neurons and Cognition, 2026-06-16.

1 new papers in q-bio.NC. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

1 entries
  1. 01

    Learning Hybrid Biophysical Neuron Models with Neural ODEs

    Jonas Beck, Michael Deistler, Dóra Viktória Molnár, Jakob H. Macke, Philipp Berens

    q-bio.NC · cs.LG

    Biophysical neuron models link measurements of neural activity to underlying cellular mechanisms. Yet, a central challenge is that the kinetics of many ion channels are poorly characterized, and practical simplifications -- omitting channels or reducing morphological detail -- introduce systematic gaps between model and biology. Bridging these gaps requires approaches that can flexibly discover unmodeled dynamics while preserving mechanistic...

    arxiv.org/abs/2606.16693 · PDF

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