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Neurobiological Constraints Learning Bug

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SeminarPast EventNeuroscience

Neurobiological constraints on learning: bug or feature?

Cian O’Donell

Dr

Ulster University

Schedule
Tuesday, June 10, 2025

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Tuesday, June 10, 2025

2:00 PM Europe/London

Host: NeuroAI UCL

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NeuroAI UCL

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Abstract

Understanding how brains learn requires bridging evidence across scales—from behaviour and neural circuits to cells, synapses, and molecules. In our work, we use computational modelling and data analysis to explore how the physical properties of neurons and neural circuits constrain learning. These include limits imposed by brain wiring, energy availability, molecular noise, and the 3D structure of dendritic spines. In this talk I will describe one such project testing if wiring motifs from fly brain connectomes can improve performance of reservoir computers, a type of recurrent neural network. The hope is that these insights into brain learning will lead to improved learning algorithms for artificial systems.

Topics

NeuroAIbrain wiringcomputational modelingconnectomesdendritic spinesenergy availabilitylearningmolecular noiseneural circuitsreservoir computers

About the Speaker

Cian O’Donell

Dr

Ulster University

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