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Summary of Paper Survey
https://tmats.github.io/survey/
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The Consciousness Prior #170

Open TMats opened 6 years ago

TMats commented 6 years ago

https://arxiv.org/abs/1709.08568

@article{DBLP:journals/corr/abs-1709-08568,
  author    = {Yoshua Bengio},
  title     = {The Consciousness Prior},
  journal   = {CoRR},
  volume    = {abs/1709.08568},
  year      = {2017},
  url       = {http://arxiv.org/abs/1709.08568},
  archivePrefix = {arXiv},
  eprint    = {1709.08568},
  timestamp = {Thu, 05 Oct 2017 09:43:05 +0200},
  biburl    = {http://dblp.org/rec/bib/journals/corr/abs-1709-08568},
  bibsource = {dblp computer science bibliography, http://dblp.org}
}
TMats commented 6 years ago

アブスト

The fact that a few elements of the current state can be combined into such a predictive or useful statement is a strong constraint and deviates considerably from the maximum likelihood approaches to modelling data and how states unfold in the future based on an agent's actions. Instead of making predictions in the sensory (e.g. pixel) space, the consciousness prior allows the agent to make predictions in the abstract space, with only a few dimensions of that space being involved in each of these predictions.