Search Results for author: Sophie Deneve

Found 2 papers, 0 papers with code

Circular Belief Propagation for Approximate Probabilistic Inference

no code implementations17 Mar 2024 Vincent Bouttier, Renaud Jardri, Sophie Deneve

Belief Propagation (BP) is a simple probabilistic inference algorithm, consisting of passing messages between nodes of a graph representing a probability distribution.

Learning optimal spike-based representations

no code implementations NeurIPS 2012 Ralph Bourdoukan, David Barrett, Sophie Deneve, Christian K. Machens

We define a loss function for the quality of the population read-out and derive the dynamical equations for both neurons and synapses from the requirement to minimize this loss.

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