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

      Both can be & are true. Really telling to me is that DRL on its own worked for Atari games but not Go— and that DM’s spin on Go really downplayed the hybrid aspect that was essential to its success. (It was also apparently necessary to build in the rules for Go, unlike Atari.)

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

      So we build hybrid systems but are also too reliant on DRL? How can both of those be true?

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

      It’s question of emphasis, in part, but if I were running your ship I would spend more time exploring principled ways of building hybrids, and more kinds of of hybrids, and more time on on open-ended problems.

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

      Other than Neural Turing Machines, AlphaGo, GraphNets, GQN, SPIRAL, etc? I'm sure you'd run things differently, but this is a far cry from the DRL centric narrative of the Wired article.

      1 reply 0 retweets 1 like
    5. 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
    6. 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
    7. 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
    8. Steven Hansen‏ @Zergylord Aug 15
      • Report Tweet
      Replying to @GaryMarcus @sir_deenicus

      Seriously, here is an RL course lecture (pre-AlphaGo) where MCTS is covered. Its not some separate thing borrowed from some symbolic field, its core to RL.https://youtu.be/ItMutbeOHtc 

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

      your dichotomy is false. MCTS is core to RL, but it relies on symbolic computation. famous folk like @geoffreyhinton going around saying we don’t need symbol manipulation , but you can’t have MCTS if you give up symbol-manipulation. rhetoric and reality don’t line up.

      3 replies 0 retweets 1 like
    10. Steven Hansen‏ @Zergylord Aug 15
      • Report Tweet
      Replying to @GaryMarcus @sir_deenicus @geoffreyhinton

      If MCTS is symbol manipulation, then so is the whole of RL. In which case, you've already won b/c we're doing RL. Using different definitions from the rest of the field isn't terribly fruitful though.

      2 replies 0 retweets 1 like
      Gary Marcus‏ @GaryMarcus Aug 15
      • Report Tweet
      Replying to @Zergylord @sir_deenicus @geoffreyhinton

      why don’t you ask Geoff what he means, or refer to my lengthy not for twitter discussion in algebraic mind

      8:55 AM - 15 Aug 2019
      2 replies 0 retweets 0 likes
        1. New conversation
        2. Steven Hansen‏ @Zergylord Aug 15
          • Report Tweet
          Replying to @GaryMarcus @sir_deenicus @geoffreyhinton

          He's never been into RL, so I'm not sure how his opinions on a different topic are relevant here. Why don't you ask Sutton, Silver, or literally any other RL Prof whether or not "symbolic" is a useful distinction in their field.

          1 reply 0 retweets 0 likes
        3. Demirlenk‏ @demirlenk92 Aug 15
          • Report Tweet
          Replying to @Zergylord @GaryMarcus and

          DQNs are not symbolic for sure. Basically it is the distinction between model-free and model-based approaches.

          1 reply 0 retweets 1 like
        4. 1 more reply
        1. New conversation
        2. Steven Hansen‏ @Zergylord Aug 15
          • Report Tweet
          Replying to @GaryMarcus @sir_deenicus @geoffreyhinton

          And I've got your book, any section in particular address there symbolic nature of MCTS/RL?

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

          no my directly. but chapters 2 and 3 explain why being clear about symbol-manipulation is important, and what is and is not important about this distinction. i would rather not continue this discussion in sound bite way, when the distinctions are subtle.

          0 replies 0 retweets 0 likes
        4. End of conversation

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