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fchollet's profile
François Chollet
François Chollet
François Chollet
Verified account
@fchollet

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François CholletVerified account

@fchollet

Deep learning @google. Creator of Keras. Author of 'Deep Learning with Python'. Opinions are my own.

United States
fchollet.com
Joined August 2009

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    1. François Chollet‏Verified account @fchollet 28 Dec 2019

      For any task in ARC, it's possible for a human to write a reasonably short computer program that can handle new pairs. Everything is straightforwardly computable -- unlike, say, classifying MNIST digits. There's no human advantage in any single task.https://github.com/fchollet/ARC 

      2 replies 30 retweets 180 likes
      Show this thread
    2. Dileep George‏ @dileeplearning 28 Dec 2019
      Replying to @fchollet

      those who are interested in this might want to check out our work on ‘cognitive programs’ where abstract concepts are learned as programs on a ‘visual cognitive computer’. And yeah, it transfers between tasks. https://www.vicarious.com/2019/01/18/a-thought-is-a-program/ …

      2 replies 5 retweets 32 likes
    3. rajesh karmani‏ @rkarmani 29 Dec 2019
      Replying to @dileeplearning @fchollet

      Nice! This is remarkably similar task to ARC (table vs grid) and a powerful solution. What would it take to adapt VCC for ARC? @fchollet has an open challenge: solving ARC would get us very close to general intelligence, and it could take 2+ years.

      1 reply 1 retweet 2 likes
    4. Dileep George‏ @dileeplearning 29 Dec 2019
      Replying to @rkarmani @fchollet

      Thanks! 'Remarkably similar' is not surprising because @fchollet read our paper before proposing ARC, but then got afflicted with source amnesia. ARC is ok, but brushes fundamental problems like 'objectness' under the carpet. Those cannot be solved using 'connect lines' etc.

      2 replies 1 retweet 3 likes
    5. François Chollet‏Verified account @fchollet 29 Dec 2019
      Replying to @dileeplearning @rkarmani

      You keep accusing me of plagiarism. FYI, ARC was near-finalized before your paper was released. I started working on it in late 2017. I took exactly nothing from your paper, which I vaguely skimmed after you sent it to me (which you did after I had talked to you about ARC...)

      2 replies 1 retweet 5 likes
    6. François Chollet‏Verified account @fchollet 29 Dec 2019
      Replying to @fchollet @dileeplearning @rkarmani

      And it never occurred to me to cite your paper because it isn't a relevant citation. It doesn't constitute a reference survey, it did not originate any key idea that my paper uses, and it does not offer a direct alternative to any of the 2 things my paper proposes (ARC + def).

      1 reply 1 retweet 2 likes
      François Chollet‏Verified account @fchollet 29 Dec 2019
      Replying to @fchollet @dileeplearning @rkarmani

      You don't just cite things because they share one or two vague similarities (which would involve citing tens of thousands of paper in every paper). You cite things either for attribution, or because they would constitute a useful reference for the reader to check out.

      1:42 PM - 29 Dec 2019
      • 2 Retweets
      • 8 Likes
      • Malcolm S Sri Ram Bandi Paula A Lago ML Tiger kaalam.ai anjan kumar Pablo Carranza Jesua Molina
      1 reply 2 retweets 8 likes
        1. New conversation
        2. François Chollet‏Verified account @fchollet 29 Dec 2019
          Replying to @fchollet @dileeplearning @rkarmani

          I do not cite every single paper that has ever discussed tests of intelligence. I cite those that are either 1) reference surveys, 2) that originated key ideas that I use, 3) that offer direct alternatives to my definition of intelligence or to ARC. That's how it works.

          1 reply 1 retweet 6 likes
        3. François Chollet‏Verified account @fchollet 29 Dec 2019
          Replying to @fchollet @dileeplearning @rkarmani

          The test format that you consider to be a huge similarity between our works is a super common test format that has been in use in IQ tests and in the field of program synthesis for decades. If you had invented it, I would absolutely have cited you.

          1 reply 1 retweet 2 likes
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