SingularityNET: General Theory of General Intelligence: Universal AI Algorithms (5/10)

This is Episode 5 in a series of videos discussing the General Theory of General Intelligence as overviewed in the paper Goertzel, Ben. “The General Theory of General Intelligence: A Pragmatic Patternist Perspective.”
https://arxiv.org/pdf/2103.15100

This episode reviews some theoretical work regarding algorithms and processes that in some senses realize or manifest “optimal or near optimal general intelligence” — even if they are not practical to implement. These ideas provide some inspiration and framework for developing practical AGI systems.

Some additional references relevant to this episode are:
Hutter, Marcus (2005). Universal Artificial Intelligence. Sequential Decisions based on Algorithmic Probability. Springer
http://www.hutter1.net/ai/uaibook.htm
Joel Veness et al (2010). A Monte Carlo AIXI Approximation.
https://arxiv.org/abs/0909.0801
Franz, Arthur (2015). Toward Tractable Universal Induction Through Recursive Program Learning, in Proceedings of AGI-5 Springer
https://www.researchgate.net/publication/300646042_Toward_Tractable_Universal_Induction_Through_Recursive_Program_Learning
Franz, Arthur (2019). WILLIAM: A Monolithic Approach to AGI, in Proceedings of AGI-19, Springer Artificial General Intelligence (pp.44-58)
https://www.researchgate.net/publication/334754106_WILLIAM_A_Monolithic_Approach_to_AGI
Schmidhuber, Jürgen. “Gödel machines: Fully self-referential optimal universal self-improvers.” In Artificial general intelligence, pp. 199-226. Springer, Berlin, Heidelberg, 2007.
https://www.researchgate.net/profile/Prof_Dr_Hugo_De_GARIS/publication/226000160_Artificial_Brains/links/55d1e55308ae2496ee658634/Artificial-Brains.pdf#page=210
Steunebrink, Bas R., and Jürgen Schmidhuber. “A family of Gödel machine implementations.” In International Conference on Artificial General Intelligence, pp. 275-280. Springer, Berlin, Heidelberg, 2011.
http://www.idsia.ch/~steunebrink/Publications/AGI11_goedel_machine_poster.pdf
Steunebrink, Bas R., and Jürgen Schmidhuber. “Towards an actual gödel machine implementation: A lesson in self-reflective systems.” In Theoretical Foundations of Artificial General Intelligence, pp. 173-195. Atlantis Press, Paris, 2012.
https://repository.supsi.ch/4553/1/AGIbook2_self-reflection.pdf
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