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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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    Gary Marcus‏ @GaryMarcus Oct 16
    • Report Tweet

    Gary Marcus Retweeted Gary Marcus

    Dear #deeplearning fans, The critical question, as I have said, over and over again, is not whether deep learning is useful, it's whether or not we need to move towards hybrids. You can't keep portraying hybrids as pure deep learning systems, and claim to have won the argumenthttps://twitter.com/GaryMarcus/status/1184460444037025792 …

    Gary Marcus added,

    Gary Marcus @GaryMarcus
    Replying to @halhod @OpenAI
    Facts: 1. If it was easy to do as pure neural network, OpenAI probably would have done it. 2. The closest I can find is linked, and is a hybrid system, NOT a pure CNN. 3. The current paper misrepresented what they did, as if it were not a hybrid. https://www.nature.com/articles/s42256-019-0070-z …
    6:54 AM - 16 Oct 2019
    • 16 Retweets
    • 83 Likes
    • arash Steven 'FutureAI' Marlow MaayanVisuals Indrė Žliobaitė revensaspudic Erfan Noury Tomi Nikolla Arturo Deza Margaret Warren
    4 replies 16 retweets 83 likes
      1. Gary Marcus‏ @GaryMarcus Oct 17
        • Report Tweet

        @halhod this is one of the two critical intellectual/scientific questions that was distorted by the media blitz and paper framing. (the other is innateness, viz the solving part was portrayed as learned, though actually innate.)

        0 replies 0 retweets 2 likes
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      2. Dan Brickley‏ @danbri Oct 16
        • Report Tweet
        Replying to @GaryMarcus

        Your appeals to "hybrid" tend to suggest there are only two approaches to integrate; and that the other major approach is something like "symbolic reasoning" in the gofai tradition. Is that a fair summary of your position?

        1 reply 0 retweets 4 likes
      3. Gary Marcus‏ @GaryMarcus Oct 16
        • Report Tweet
        Replying to @danbri

        No, but it's a very good question. I've pressed particularly for integrating symbol-manipulation, but human intelligence likely weaves together multiple threads, and I suspect that AGI will need to, as well. (Also, I am pressing for symbol-manipulation, but not GOFAI per se.)

        2 replies 0 retweets 1 like
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      1. Christian Wolf‏ @chriswolfvision Oct 16
        • Report Tweet
        Replying to @GaryMarcus @Seb4Ko

        Dear Gary Markus, 1. trying to win arguments on how to name things is not a viable scientific objective. 2. Deep networks with inductive biases are still deep networks. Else we would have called LeNet 'Neural network with shift invariance from signal processing'.

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      1. David G Williams‏ @dwilliams999 Oct 16
        • Report Tweet
        Replying to @GaryMarcus

        “Search and learning are the two most important classes of techniques for utilizing massive amounts of computation in AI research.” http://www.incompleteideas.net/IncIdeas/BitterLesson.html …

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