Sorting by

×

Demis Hassabis has recently opined that we are nowhere near AGI.

Has dear colleague Gary Marcus been vindicated?

It would be fairer to state that LLM-based AI has hit a wall, if not deep learning itself. The methodology is simply inadequate to claim the throne. There might, however, be more powerful methodologies that may have indeed worked, such as that which is pursued by our groundbreaking neurosymbolic AGI architecture, which is a mathematically rigorous manner of AI unification.

That’s not just next-gen AI. Please think of it as next-next-next-gen. It is true AGI.

Coming soon to a machine near you.

My own stance on the matter is that deep learning has the potential to reach AGI, however, with appropriate extensions and architectural capabilities that will make it possible for an AI system to match and surpass human-level performance properly.

Ad astra per astera.

References:

  1. The Foundations of Deep Learning with a Path Towards General Intelligence E Özkural, International Conference on Artificial General Intelligence, 162-173 (see arXiv preprint here)
  2. Deep Learning: A Critical Appraisal Gary Marcus (arXiv preprint)

Has AI Hit a Wall?
Tagged on:         

Eray Özkural

Eray Özkural has obtained his PhD in computer engineering from Bilkent University, Ankara. He has a deep and long-running interest in human-level AI. His name appears in the acknowledgements of Marvin Minsky's The Emotion Machine. He has collaborated briefly with the founder of algorithmic information theory Ray Solomonoff, and in response to a challenge he posed, invented Heuristic Algorithmic Memory, which is a long-term memory design for general-purpose machine learning. Some other researchers have been inspired by HAM and call the approach "Bayesian Program Learning". He has designed a next-generation general-purpose machine learning architecture. He is the recipient of 2015 Kurzweil Best AGI Idea Award for his theoretical contributions to universal induction. He has previously invented an FPGA virtualization scheme for Global Supercomputing, Inc. which was internationally patented. He has also proposed a cryptocurrency called Cypher, and an energy based currency which can drive green energy proliferation. You may find his blog at https://log.examachine.net and some of his free software projects at https://github.com/examachine/.

Leave a Reply

Your email address will not be published. Required fields are marked *

This site uses Akismet to reduce spam. Learn how your comment data is processed.

Translate »