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AdamMarblestone's profile
Adam Marblestone
Adam Marblestone
Adam Marblestone
@AdamMarblestone

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Adam Marblestone

@AdamMarblestone

Technologist, Scientist

adammarblestone.org
Joined February 2009

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    1. Adam J Calhoun‏Verified account @neuroecology 23 Nov 2019
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      Adam J Calhoun Retweeted Adam J Calhoun

      I would actually like to see a 302-neuron version of this (I can't find out how many units are in this architecture, but I assume fewer). Could a neuroscientist understand a 302-neuron artificial C. elegans?https://twitter.com/neuroecology/status/1197894306289328128 …

      Adam J Calhoun added,

      Adam J CalhounVerified account @neuroecology
      Can a neuroscientist understand a virtual rodent? Authors took a realistic 3D animal, trained deep RL to control it during tasks, and then used neuroscience techniques to peak inside this animal... [Josh Merel, Diego Aldorando, Greg Wayne, @BOlveczky] https://arxiv.org/abs/1911.09451  pic.twitter.com/yHSro4KcvV
      Show this thread
      5 replies 7 retweets 56 likes
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    2. Grace Lindsay‏ @neurograce 23 Nov 2019
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      Replying to @neuroecology

      The full net here has much more than 302. Each policy layer & the core each have 128 LSTM units and then there are all the regular units in the sensory networks etc. I think it would be fun to use the c. Elegans connectome and train on c. Elegans behavior tho. Seems plausible

      4 replies 1 retweet 14 likes
    3. Eli Shlizerman‏ @shlizee 23 Nov 2019
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      Replying to @neurograce @neuroecology

      @JiminKim_UWCNC trained LSTMs with about 300 neurons to classify, predict & generate #celegans behaviors. It performed pretty well but the weights structure didn’t make much sense.

      2 replies 1 retweet 6 likes
    4. Eli Shlizerman‏ @shlizee 23 Nov 2019
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      Replying to @shlizee @neurograce and

      When we start from baseline (actual connectome + biophysically relevant dynamics+body) its appears more informative for understanding neural circuits. Can also apply deepRL on the model to investigate modulation of behaviors through circuit manipulation. We’re developing it now.

      1 reply 0 retweets 3 likes
      Adam Marblestone‏ @AdamMarblestone 28 Nov 2019
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      Replying to @shlizee @neurograce and

      @neurowitz

      10:37 AM - 28 Nov 2019
      0 replies 0 retweets 0 likes

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