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09/04/2022
Interpreting systems as solving POMDPs: a step towards a formal understanding of agency
Under what circumstances can a system be said to have beliefs and goals,...
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12/27/2021
Interpreting Dynamical Systems as Bayesian Reasoners
A central concept in active inference is that the internal states of a p...
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10/14/2019
Information Decomposition based on Cooperative Game Theory
We offer a new approach to the information decomposition problem in info...
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12/12/2018
On the potential for open-endedness in neural networks
Natural evolution gives the impression of leading to an open-ended proce...
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06/01/2018
Being curious about the answers to questions: novelty search with learned attention
We investigate the use of attentional neural network layers in order to ...
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12/14/2016
Permutation-equivariant neural networks applied to dynamics prediction
The introduction of convolutional layers greatly advanced the performanc...
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11/11/2013