Search Results for author: Erik Hoel

Found 4 papers, 2 papers with code

Examining the causal structures of deep neural networks using information theory

1 code implementation26 Oct 2020 Simon Mattsson, Eric J. Michaud, Erik Hoel

Specifically, we introduce the effective information (EI) of a feedforward DNN, which is the mutual information between layer input and output following a maximum-entropy perturbation.

Falsification and consciousness

no code implementations7 Apr 2020 Johannes Kleiner, Erik Hoel

This is deeply problematic since the field's reliance on report or behavior to infer conscious experiences implies such independence, so this fragility affects many contemporary theories of consciousness.

Uncertainty and causal emergence in complex networks

2 code implementations8 Jul 2019 Brennan Klein, Erik Hoel

The connectivity of a network conveys information about the dependencies between nodes.

Physics and Society Social and Information Networks

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