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Ian Jarratt Knight

2 accepted papers

2025

Know Thyself by Knowing Others: Learning Neuron Identity from Population Context

NeurIPS 2025poster

Identifying the functional identity of individual neurons is essential for interpreting circuit dynamics, yet it remains a major challenge in large-scale _in vivo_ recordings where anatomical and molecular labels are often unavailable. Here we introduce NuCLR, a self-supervised framework that learns…

Cited by 0SourcecodeScholar
2025

Multi-session, multi-task neural decoding from distinct cell-types and brain regions

ICLR 2025spotlight

Recent work has shown that scale is important for improved brain decoding, with more data leading to greater decoding accuracy. However, large-scale decoding across many different datasets is challenging because neural circuits are heterogeneous---each brain region contains a unique mix of cellular…

Cited by 1SourcePDFScholar