Skip to content
By using Twitter’s services you agree to our Cookies Use. We and our partners operate globally and use cookies, including for analytics, personalisation, and ads.
  • Home Home Home, current page.
  • About

Saved searches

  • Remove
  • In this conversation
    Verified accountProtected Tweets @
Suggested users
  • Verified accountProtected Tweets @
  • Verified accountProtected Tweets @
  • Language: English
    • Bahasa Indonesia
    • Bahasa Melayu
    • Català
    • Čeština
    • Dansk
    • Deutsch
    • English UK
    • Español
    • Filipino
    • Français
    • Hrvatski
    • Italiano
    • Magyar
    • Nederlands
    • Norsk
    • Polski
    • Português
    • Română
    • Slovenčina
    • Suomi
    • Svenska
    • Tiếng Việt
    • Türkçe
    • Ελληνικά
    • Български език
    • Русский
    • Српски
    • Українська мова
    • עִבְרִית
    • العربية
    • فارسی
    • मराठी
    • हिन्दी
    • বাংলা
    • ગુજરાતી
    • தமிழ்
    • ಕನ್ನಡ
    • ภาษาไทย
    • 한국어
    • 日本語
    • 简体中文
    • 繁體中文
  • Have an account? Log in
    Have an account?
    · Forgot password?

    New to Twitter?
    Sign up
GaryMarcus's profile
Gary Marcus
Gary Marcus
Gary Marcus
@GaryMarcus

Tweets

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

Tweets

  • © 2019 Twitter
  • About
  • Help Center
  • Terms
  • Privacy policy
  • Imprint
  • Cookies
  • Ads info
Dismiss
Previous
Next

Go to a person's profile

Saved searches

  • Remove
  • In this conversation
    Verified accountProtected Tweets @
Suggested users
  • Verified accountProtected Tweets @
  • Verified accountProtected Tweets @

Promote this Tweet

Block

  • Tweet with a location

    You can add location information to your Tweets, such as your city or precise location, from the web and via third-party applications. You always have the option to delete your Tweet location history. Learn more

    Your lists

    Create a new list


    Under 100 characters, optional

    Privacy

    Copy link to Tweet

    Embed this Tweet

    Embed this Video

    Add this Tweet to your website by copying the code below. Learn more

    Add this video to your website by copying the code below. Learn more

    Hmm, there was a problem reaching the server.

    By embedding Twitter content in your website or app, you are agreeing to the Twitter Developer Agreement and Developer Policy.

    Preview

    Why you're seeing this ad

    Log in to Twitter

    · Forgot password?
    Don't have an account? Sign up »

    Sign up for Twitter

    Not on Twitter? Sign up, tune into the things you care about, and get updates as they happen.

    Sign up
    Have an account? Log in »

    Two-way (sending and receiving) short codes:

    Country Code For customers of
    United States 40404 (any)
    Canada 21212 (any)
    United Kingdom 86444 Vodafone, Orange, 3, O2
    Brazil 40404 Nextel, TIM
    Haiti 40404 Digicel, Voila
    Ireland 51210 Vodafone, O2
    India 53000 Bharti Airtel, Videocon, Reliance
    Indonesia 89887 AXIS, 3, Telkomsel, Indosat, XL Axiata
    Italy 4880804 Wind
    3424486444 Vodafone
    » See SMS short codes for other countries

    Confirmation

     

    Welcome home!

    This timeline is where you’ll spend most of your time, getting instant updates about what matters to you.

    Tweets not working for you?

    Hover over the profile pic and click the Following button to unfollow any account.

    Say a lot with a little

    When you see a Tweet you love, tap the heart — it lets the person who wrote it know you shared the love.

    Spread the word

    The fastest way to share someone else’s Tweet with your followers is with a Retweet. Tap the icon to send it instantly.

    Join the conversation

    Add your thoughts about any Tweet with a Reply. Find a topic you’re passionate about, and jump right in.

    Learn the latest

    Get instant insight into what people are talking about now.

    Get more of what you love

    Follow more accounts to get instant updates about topics you care about.

    Find what's happening

    See the latest conversations about any topic instantly.

    Never miss a Moment

    Catch up instantly on the best stories happening as they unfold.

    1. Gary Marcus‏ @GaryMarcus Aug 15
      • Report Tweet
      Replying to @Zergylord @sir_deenicus

      Oh, so now AlphaGo is a hybrid? :) but yes I like a lot of that work and have advocated for some of it over time. I totally agree that DRL is not the only emphasis at DM; it’s just the largest (from what I can tell) and my least favorite and most visible, wrapped in one.

      1 reply 0 retweets 1 like
    2. Steven Hansen‏ @Zergylord Aug 15
      • Report Tweet
      Replying to @GaryMarcus @sir_deenicus

      It's what you'd consider a hybrid. To RL folks the jump from DQN to MCTS doesn't change fields, so "hybrid" sounds weird.

      1 reply 0 retweets 0 likes
    3. Gary Marcus‏ @GaryMarcus Aug 15
      • Report Tweet
      Replying to @Zergylord @sir_deenicus

      Its not weird, it’s what (in conjunction) with RL makes it work. You have drunk the KoolAid if you ignore this.

      2 replies 0 retweets 1 like
    4. Steven Hansen‏ @Zergylord Aug 15
      • Report Tweet
      Replying to @GaryMarcus @sir_deenicus

      MCTS is literally in RL 101 textbooks. The tree structure of MDPs is inherent in their temporal structure and core to RL. I'm sure it reminds you of Chomsky, parse trees, grammars, and that's fine, but not invoking them isn't "drinking the KoolAid", it's understanding the field.

      1 reply 0 retweets 1 like
    5. Gary Marcus‏ @GaryMarcus Aug 15
      • Report Tweet
      Replying to @Zergylord @sir_deenicus

      Assimiling DQN and MCS + DRL as if they are same, without talking about why different design choices were made is misleading.

      2 replies 0 retweets 0 likes
    6. Steven Hansen‏ @Zergylord Aug 15
      • Report Tweet
      Replying to @GaryMarcus @sir_deenicus

      That's never happened. They are different algorithms in the same field (Seriously, look at RL textbooks). As my previous quote showed, they were quite up front with the different design choices.

      1 reply 0 retweets 0 likes
    7. Gary Marcus‏ @GaryMarcus Aug 15
      • Report Tweet
      Replying to @Zergylord @sir_deenicus

      And yet @sir_deenicus and I had to remind that you Alpha* even was a hybrid model...

      1 reply 0 retweets 1 like
    8. Steven Hansen‏ @Zergylord Aug 15
      • Report Tweet
      Replying to @GaryMarcus @sir_deenicus

      Please reread the thread. I was explaining that *you* thought of them that way, and that was odd given *your* argument re DRL. Come on Gary, I'm trying to tweet in good faith, try to look for the intended interpretation.

      1 reply 0 retweets 1 like
    9. Gary Marcus‏ @GaryMarcus Aug 15
      • Report Tweet
      Replying to @Zergylord @sir_deenicus

      this part of the thread started with you saying that Watson is a “ quite a bit closer to the Gary's cognitive hybrid systems approach than anything out of DeepMind”, which i felt minimized the extent to which DM actually relies on hybrids.

      1 reply 0 retweets 0 likes
    10. Steven Hansen‏ @Zergylord Aug 15
      • Report Tweet
      Replying to @GaryMarcus @sir_deenicus

      Watson is much closer to the sort of system you have in mind. I don't consider AlphaGo a hybrid system of this sort. No DeepMinder has ever equated AlphaGo with DQN. They are different RL algorithms in their respective subfields of model-based and model-free DRL.

      1 reply 0 retweets 0 likes
      Gary Marcus‏ @GaryMarcus Aug 15
      • Report Tweet
      Replying to @Zergylord @sir_deenicus

      Alpha* is a better module, Watson is a better attempt at integrating a wide range of representations. neither are the answer.

      8:39 AM - 15 Aug 2019
      • 1 Like
      • Yves Bergquist
      1 reply 0 retweets 1 like
        1. New conversation
        2. Yves Bergquist‏ @punkstrategy Aug 15
          • Report Tweet
          Replying to @GaryMarcus @Zergylord @sir_deenicus

          Or maybe both together are the answer

          1 reply 0 retweets 0 likes
        3. deen-chan‏ @sir_deenicus Aug 15
          • Report Tweet
          Replying to @punkstrategy @GaryMarcus @Zergylord

          I want to emphasize here again that MCTS is definitely a subset of discrete non-deterministic search algorithms pioneered by "symbolic AI". As I said in another thread, you can easily implement MCTS in terms of a continuation monad interpreted over probabilistic semantics.

          1 reply 0 retweets 3 likes
        4. 1 more reply

      Loading seems to be taking a while.

      Twitter may be over capacity or experiencing a momentary hiccup. Try again or visit Twitter Status for more information.

        Promoted Tweet

        false

        • © 2019 Twitter
        • About
        • Help Center
        • Terms
        • Privacy policy
        • Imprint
        • Cookies
        • Ads info