Marcus Hutter

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Marcus Hutter
BrainLAB
ThesisInstantons in QCD (1996)
Doctoral advisorHarald Fritzsch
Other academic advisorsWilfried Brauer
Doctoral studentsShane Legg and Jan Leike and Tor Lattimore
Websitewww.hutter1.net

Marcus Hutter (born April 14, 1967 in Munich) is a professor and artificial intelligence researcher. As a Senior Scientist at

Istituto Dalle Molle di Studi sull'Intelligenza Artificiale (Dalle Molle Institute for Artificial Intelligence Research) in Manno, Switzerland.[citation needed] He developed a mathematical theory of artificial general intelligence. His book Universal Artificial Intelligence: Sequential Decisions Based on Algorithmic Probability was published by Springer in 2005.[3]

Research

Starting in 2000, Hutter developed and published a mathematical theory of

intelligent agents and reward-motivated reinforcement learning.[4][5]: 399 [6]

In 2005, Hutter and Legg published an intelligence test for artificial intelligence devices.[7]

In 2009, Hutter developed and published the theory of feature reinforcement learning.[8]

In 2014, Lattimore and Hutter published an asymptotically optimal extension of the AIXI agent.[9]

Hutter Prize

Main article: Hutter Prize

In 2006, Hutter announced the Hutter Prize for Lossless Compression of Human Knowledge, with a total of €50,000 in prize money.[10] In 2020, Hutter raised the prize money for the Hutter Prize to €500,000.[11][6]

See also

  • Solomonoff induction

Published works

  • Marcus Hutter (2002). "The Fastest and Shortest Algorithm for All Well-Defined Problems". International Journal of Foundations of Computer Science. 13 (3). World Scientific: 431–443.
    S2CID 5496821
    .
  • Marcus Hutter (2005). Universal Artificial Intelligence: Sequential Decisions Based on Algorithmic Probability. Springer.
    ISBN 9783540221395
    .
  • Joel Veness, Kee Siong Ng, Marcus Hutter, William Uther and David Silver (2011). "A Monte-Carlo AIXI Approximation". Journal of Artificial Intelligence Research. 40. AAAI Press: 95–142.
    S2CID 206618.{{cite journal}}: CS1 maint: multiple names: authors list (link
    )

References

  1. ^ [1]. DeepMind. Accessed February 2019.
  2. ^ [2]. The Australian National University, Canberra. Accessed December 2016.
  3. ISBN 9783540221395
    .
  4. S2CID 5496821
    .
  5. ISBN 9781586038335
    . Pages 399–403
  6. ^ a b Marcus Hutter. "500'000€ Prize for Compressing Human Knowledge". hutter1.net. Retrieved 25 February 2020.
  7. ^ Duncan Graham-Rowe (12 August 2005). IQ test for AI devices gets experts thinking. New Scientist.
  8. ISSN 1946-0163
    .
  9. ISBN 978-3-319-11661-7
    .
  10. ^ Marcus Hutter. "50'000€ Prize for Compressing Human Knowledge". hutter1.net. Retrieved 29 November 2016.
  11. ^ Sagar, Ram (7 April 2020). "Compress Data And Win Hutter Prize Worth Half A Million Euros". Analytics India Magazine. Retrieved 7 March 2024.
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