When I learned last December that AlphaZero, an artificial intelligence developed by Google subsidiary DeepMind, had soared from a completely "blank slate" to superhuman play in Chess, Go, and Shogi (a Japanese variant of chess) in a matter of hours, just by playing against itself, I realized that artificial intelligence is advancing far faster than most of us realize, and to superhuman, and potentially dangerous levels of capability.
You can read my description of AlphaZero's explosive mastery of Chess, Shogi and Go on OpEdNews or from an earlier post on zerospinzone.
AlphaZero's prowess led me do a lot of reading and research about the pace of AI progress, especially in the rapidly advancing areas of deep learning by deep neural networks.
What I found out is that it's much worse than I thought.
Multiple groups worldwide are researching and developing increasingly powerful AI agents. These artificial intelligences have already surged past humans in many specific areas--not just games, but face and pattern recognition, medical diagnostics, reading comprehension, drug discovery and many other areas. Looming just ahead are AIs that will be smarter--possibly many times smarter--than any human in every important area. Not to mention super-intelligent AIs that can design and create other AIs that are even smarter, leading to an "intelligence explosion" whose impacts and risks are impossible to predict.
As several of the experts who have looked into this most deeply have pointed out, less intelligent species--think chimpanzees, gorillas or our close cousins the Neanderthals--typically don't fare well once a more intelligent species emerges.
A few farsighted individuals and groups have started to look into "the control problem"--how we might be able to create superhuman-but-friendly AIs, agents that will keep our best interests at heart even as they grow smarter and smarter. This turns out to be an extremely challenging problem. Meanwhile, hundreds of much better funded research groups--including many developing AI for military use-- are rushing ahead without giving the risks from the AIs they are developing much if any thought.
If you would like to look into this potential existential risk a bit further, here are some resources:
I'd suggest starting with James Barrat's extremely well-researched book, Our Final Invention: Artificial Intelligence and the End of the Human Era.
And for a super-deep dive into the issue, Oxford philosopher Nick Bostrom's Superintelligence: Paths, Dangers, Strategies.
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You can read my description of AlphaZero's explosive mastery of Chess, Shogi and Go on OpEdNews or from an earlier post on zerospinzone.
AlphaZero's prowess led me do a lot of reading and research about the pace of AI progress, especially in the rapidly advancing areas of deep learning by deep neural networks.
Image from the mind of Google's Deep Dream Generator
Credit: Robert Adler and DeepDreamGenerator
What I found out is that it's much worse than I thought.
Multiple groups worldwide are researching and developing increasingly powerful AI agents. These artificial intelligences have already surged past humans in many specific areas--not just games, but face and pattern recognition, medical diagnostics, reading comprehension, drug discovery and many other areas. Looming just ahead are AIs that will be smarter--possibly many times smarter--than any human in every important area. Not to mention super-intelligent AIs that can design and create other AIs that are even smarter, leading to an "intelligence explosion" whose impacts and risks are impossible to predict.
As several of the experts who have looked into this most deeply have pointed out, less intelligent species--think chimpanzees, gorillas or our close cousins the Neanderthals--typically don't fare well once a more intelligent species emerges.
A few farsighted individuals and groups have started to look into "the control problem"--how we might be able to create superhuman-but-friendly AIs, agents that will keep our best interests at heart even as they grow smarter and smarter. This turns out to be an extremely challenging problem. Meanwhile, hundreds of much better funded research groups--including many developing AI for military use-- are rushing ahead without giving the risks from the AIs they are developing much if any thought.
If you would like to look into this potential existential risk a bit further, here are some resources:
Center for the Study of
Existential Risk (Cambridge, UK): cser.ac.uk
Deep dreaming:
deepdreamgenerator.com
(site where you can create your own “deep dreams.”
DeepMind: deepmind.com
DeepMind Ethics and
Society research group:
deepmind.com/applied/deepmind-ethics-society/
Eliezer S. Yudkowsky:
yudkowsky.net
“Artificial
Intelligence as a Positive and Negative Factor in Global Risk” (2008)
Can be downloaded
at: intelligence.org/files/AIPosNegFactor.pdf
Future of Humanity
Institute (Oxford): fhi.ox.ac.uk
Future of Life Institute
(Boston/Cambridge): futureoflife.org
The 23 Asilomar AI
Principles: futureoflife.org/ai-principles/
James Barrat: Our
Final Invention: Artificial Intelligence and the End of the Human Era
(2015)--excellent introduction to these issues
Machine
Intelligence Research Institute, MIRI (Berkeley): intelligence.org
Nick Bostrom: www.nickbostrom.com
Superintelligence:
Paths, Dangers, Strategies (2016)--a challenging factual, analytic, and philosophical work examining these developments in depth
OpenAI: openai.com
Pedro Domingos: The
Master Algorithm: How the Quest for the Ultimate Learning Machine
Will Remake Our World (2018)
And for a super-deep dive into the issue, Oxford philosopher Nick Bostrom's Superintelligence: Paths, Dangers, Strategies.
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1 comment:
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