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Gato (DeepMind)

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Gato
Original author(s)DeepMind
Initial releaseMay 12, 2022
Websitewww.deepmind.com

Gato is a deep neural network for a range of complex tasks that exhibits multimodality. It can perform tasks such as engaging in a dialogue, playing video games, controlling a robot arm to stack blocks, and more. It was created by researchers at London-based AI firm DeepMind. It is a transformer, like GPT-3.[1] According to MIT Technology Review, the system "learns multiple different tasks at the same time, which means it can switch between them without having to forget one skill before learning another" whereas "[t]he AI systems of today are called “narrow,” meaning they can only do a specific, restricted set of tasks such as generate text",[2] and according to The Independent, it is a "'generalist agent' that can carry out a huge range of complex tasks, from stacking blocks to writing poetry".[3] It uses supervised learning with 1.2B parameters.[4] The technology has been described as "general purpose" artificial intelligence and a "step toward" artificial general intelligence.[5]

References

  1. ^ Ray 2022.
  2. ^ Heikkilä 2022.
  3. ^ Cuthbertson 2022.
  4. ^ Reed et al. 2022.
  5. ^ Wiggers 2022.

Sources

  • Cuthbertson, Anthony (23 May 2022). "'The Game is Over': Google's DeepMind says it is on verge of achieving human-level AI". The Independent.
  • Heikkilä, Melissa (May 23, 2022), "The hype around DeepMind's new AI model misses what's actually cool about it", MIT Technology Review
  • Ray, Tiernan (May 14, 2022), DeepMind's 'Gato' is mediocre, so why did they build it?, ZDNet
  • Reed, Scott; Zolna, Konrad; Parisotto, Emilio; Sergio Gomez Colmenarejo; Novikov, Alexander; Barth-Maron, Gabriel; Gimenez, Mai; Sulsky, Yury; Kay, Jackie; Jost Tobias Springenberg; Eccles, Tom; Bruce, Jake; Razavi, Ali; Edwards, Ashley; Heess, Nicolas; Chen, Yutian; Hadsell, Raia; Vinyals, Oriol; Bordbar, Mahyar; de Freitas, Nando (12 May 2022). "A Generalist Agent". arXiv:2205.06175 [cs.AI].
  • Wiggers, Kyle (May 13, 2022), "DeepMind's new AI can perform over 600 tasks, from playing games to controlling robots", TechCrunch

Further reading


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