Efficient event-based delay learning in spiking neural networks

Efficient event-based delay learning in spiking neural networks

Theory Learning weights in networks with delay We start by defining our two differential equations in…

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Bayesian continual learning and forgetting in neural networks

Bayesian continual learning and forgetting in neural networks

Description of the variational inference framework Exact computation of the truncated posterior (Eq. (4)) becomes intractable…

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Unifying machine learning and interpolation theory via interpolating neural networks

Unifying machine learning and interpolation theory via interpolating neural networks

Discretization of the input domain Consider a regression problem that relates I inputs and L outputs.…

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Coarse-graining network flow through statistical physics and machine learning

Coarse-graining network flow through statistical physics and machine learning

Macroscopic indicators for information flow Let G be a network of N nodes and ∣E∣ connections,…

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Hybrid neural networks for continual learning inspired by corticohippocampal circuits

Hybrid neural networks for continual learning inspired by corticohippocampal circuits

Corticohippocampal recurrent loops for episode learning and generalization Recent research increasingly supports the view that the…

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Reinforcement learning for communication load balancing: approaches and challenges

Reinforcement learning for communication load balancing: approaches and challenges

1. Introduction Wireless communication networks have revolutionized the world, providing reliable high-bandwidth low latency communication through…

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Language-like communication improves learning in artificial networks, finds study

Language-like communication improves learning in artificial networks, finds study

Student feedback alters the language embedding according to a utility function. Credit: Nature Communications (2024). DOI:…

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