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A few links you can look at if you're interested in neuroevolution, from the same group of researchers: Ken Stanley and Risto Miikkulainen original NEAT (Neuro
by ofrancon 9y ago
A few links you can look at if you're interested in neuroevolution, from the same group of researchers:
Ken Stanley and Risto Miikkulainen original NEAT (NeuroEvolution of Augmenting Topologies) paper: http://nn.cs.utexas.edu/downloads/papers/stanley.ec02.pdf http://nn.cs.utexas.edu/downloads/papers/stanley.ec02.pdf
Ken Stanley's novelty search page, and a link to his book, "Why Greatness Cannot Be Planned: The Myth of the Objective": http://eplex.cs.ucf.edu/noveltysearch/userspage/ http://eplex.cs.ucf.edu/noveltysearch/userspage/
Risto Miikkulainen's Evolving Deep Neural Networks paper: https://arxiv.org/abs/1703.00548 https://arxiv.org/abs/1703.00548
Ken Stanley & team's work at Uber, with links to some recent papers: https://eng.uber.com/deep-neuroevolution/ https://eng.uber.com/deep-neuroevolution/
- yazr 9y agoAre these evolutionary techniques considered more or less sample-efficient (and or cpu-efficient) compared to DL with GD ??