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GaryMarcus's profile
Gary Marcus
Gary Marcus
Gary Marcus
@GaryMarcus

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Gary Marcus

@GaryMarcus

CEO/Founder of http://Robust.AI ; cognitive scientist, and best-selling author. New book: http://Rebooting.AI : Building Artificial Intelligence We Can Trust

garymarcus.com
Joined December 2010

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    1. Natesh Ganesh‏ @GaneshNatesh Nov 28
      • Report Tweet
      Replying to @tyrell_turing @tarinziyaee and

      Think this might also just be a diff of positions due to diff end goals? Those who might view AI as way to understand our brain & intel & leverage it have Graces position. Versus those who see AI as a blanket term wrt to data science+ML & focused on solns to specific problems.

      1 reply 0 retweets 1 like
    2. Grace Lindsay‏ @neurograce Nov 28
      • Report Tweet
      Replying to @GaneshNatesh @tyrell_turing and

      Certainly there are people who use & design ANNs w/o any interest in interating on models of the brain. And that's fine. But that doesnt mean their artificial neurons arent abstractions of real neurons (unless they really take them far off in some other direction)

      2 replies 0 retweets 5 likes
    3. Grace Lindsay‏ @neurograce Nov 28
      • Report Tweet
      Replying to @neurograce @GaneshNatesh and

      And people who do want to iterate and make better brain models are on solid enough ground when they start with ANNs

      1 reply 0 retweets 2 likes
    4. Zed Burnett‏ @chophshiy Nov 28
      • Report Tweet
      Replying to @neurograce @GaneshNatesh and

      I think I understand where you're coming from. I'm less concerned with the model of neurons in play than the logic implemented in the 'circuits' in use today. The only reason I argue about this topic is that the abstractions in use don't appear to be converging on the subject.

      1 reply 0 retweets 1 like
    5. Grace Lindsay‏ @neurograce Nov 28
      • Report Tweet
      Replying to @chophshiy @GaneshNatesh and

      The success of CNNs in predicting the response of real visual neurons (and similar findings for audition) suggest they are going in the right direction wrt getting the logic right. But yea just cuz you hook some artificial neurons up doesnt mean they'll always work like the brain

      1 reply 0 retweets 7 likes
    6. Gary Marcus‏ @GaryMarcus Nov 28
      • Report Tweet
      Replying to @neurograce @chophshiy and

      agreed with @neurograce, e only additional point I am making here is that we ought have some humility here, 33 years after White et al's 1986 landmark worm connectome, which in honesty we must recognize we have not yet fully understood. read it, and weep: https://royalsocietypublishing.org/doi/abs/10.1098/rstb.1986.0056 …

      1 reply 0 retweets 2 likes
    7. Katja‏ @kateiyas Nov 28
      • Report Tweet
      Replying to @GaryMarcus @neurograce and

      @neurograce has written this excellent article on the DNNs + visual system comparisons:https://neurdiness.wordpress.com/2018/05/17/deep-convolutional-neural-networks-as-models-of-the-visual-system-qa/ …

      2 replies 3 retweets 10 likes
    8. Gary Marcus‏ @GaryMarcus Nov 28
      • Report Tweet
      Replying to @kateiyas @neurograce and

      this is a good QA but the query about what visual system has that CNNs lack also include compositionality, ability to recognize line drawings, silhouettes, and other abstractions even without explicit training data, ability to infer relationships between objects, etc

      1 reply 0 retweets 1 like
    9. Grace Lindsay‏ @neurograce Nov 29
      • Report Tweet
      Replying to @GaryMarcus @kateiyas and

      Sure it could include those too, which people are also working on. I wrote it before the bulk of the work, eg, showing that CNNs respond more to texture than shape, but that's something people have already found ways of countering.

      2 replies 0 retweets 3 likes
    10. Grace Lindsay‏ @neurograce Nov 29
      • Report Tweet
      Replying to @neurograce @GaryMarcus and

      And to be clear, a standard AlexNet is not *catastrophic* on silhouettes or line drawings, it isnt as good as humans (chance here is 1/16) and this paper introduces training that can help with that https://arxiv.org/abs/1811.12231 pic.twitter.com/zRHHTiKuYX

      3 replies 0 retweets 9 likes
      Gary Marcus‏ @GaryMarcus Nov 29
      • Report Tweet
      Replying to @neurograce @kateiyas and

      right but i did say “without explicit training data”

      5:04 AM - 29 Nov 2019
      1 reply 0 retweets 0 likes
        1. Grace Lindsay‏ @neurograce Nov 29
          • Report Tweet
          Replying to @GaryMarcus @kateiyas and

          They dont train on silhouettes or edges, they train on stylized images to learn a more general understanding of the concepts. So it's still testing outside the training distribution.

          0 replies 0 retweets 1 like
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