Designing explainable cognitive systems and explaining neural networks with plastic dynamical systems

The most powerful Artificial Intelligence (AI) to date is based on neural networks (NNs) and features a critical flaw, the lack of explainability, which undermines trust in its decision-making. Building explainable cognitive machines, as well as analysing the existing ones, is impeded by the lack of...

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Bibliographic Details
Main Authors: Natalia Janson, Adam Essex, Alexander Balanov
Format: Default Preprint
Published: 2025
Subjects:
cognitive systems
neural networks
plastic dynamical systems
Online Access:https://hdl.handle.net/2134/28369715.v1
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