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Brooks' 'Intelligence Without Representation' (http://people.csail.mit.edu/brooks/papers/representation.pdf http://people.csail.mit.edu/brooks/papers/representa
by jonobelotti 9y ago
Brooks' 'Intelligence Without Representation' (http://people.csail.mit.edu/brooks/papers/representation.pdf http://people.csail.mit.edu/brooks/papers/representation.pdf) starts with a pretty strong argument imo against the story of 'stick-together' AGI you're describing.
- webmaven 9y agoThanks for the link to this interesting paper. I think we're seeing some recapitulation of those arguments WRT 'ensembles of DL models' approaches.
- thundergolfer 9y agoI agree. Google has come out with some papers that are, to put it harshly, basic gluing together of DL models followed by loads of training on their compute resources.
- webmaven 9y agoNot just Google. The FractalNet paper comes to mind.
- randcraw 9y agoI think Brooks' Cog initiative was an attempt to 'ground' the robot's perceptions of the physical world into forming a rich scalable representation model. But it looks like that line of investigation ended ~2003 with Brooks' retirement. Too bad, given the seeming suitability of using deep nets to implement it. http://www.ai.mit.edu/projects/humanoid-robotics-group/cog/overview.html http://www.ai.mit.edu/projects/humanoid-robotics-group/cog/o...