Search Results for author: Joachim Winther Pedersen

Found 3 papers, 0 papers with code

Learning to Act through Evolution of Neural Diversity in Random Neural Networks

no code implementations25 May 2023 Joachim Winther Pedersen, Sebastian Risi

Biological nervous systems consist of networks of diverse, sophisticated information processors in the form of neurons of different classes.

Minimal Neural Network Models for Permutation Invariant Agents

no code implementations12 May 2022 Joachim Winther Pedersen, Sebastian Risi

Organisms in nature have evolved to exhibit flexibility in face of changes to the environment and/or to themselves.

Evolving and Merging Hebbian Learning Rules: Increasing Generalization by Decreasing the Number of Rules

no code implementations16 Apr 2021 Joachim Winther Pedersen, Sebastian Risi

Inspired by the biological phenomenon of the genomic bottleneck, we show that by allowing multiple connections in the network to share the same local learning rule, it is possible to drastically reduce the number of trainable parameters, while obtaining a more robust agent.


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