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James E Fitzgerald

2 accepted papers

2024

Model Based Inference of Synaptic Plasticity Rules

NeurIPS 2024poster

Inferring the synaptic plasticity rules that govern learning in the brain is a key challenge in neuroscience. We present a novel computational method to infer these rules from experimental data, applicable to both neural and behavioral data. Our approach approximates plasticity rules using a paramet…

Cited by 4SourcePDFScholar
2022

Exact learning dynamics of deep linear networks with prior knowledge

NeurIPS 2022accept

Learning in deep neural networks is known to depend critically on the knowledge embedded in the initial network weights. However, few theoretical results have precisely linked prior knowledge to learning dynamics. Here we derive exact solutions to the dynamics of learning with rich prior knowledge i…

Cited by 42SourcePDFScholar