Un-0: Generating Images with Coupled Oscillators

(unconv.ai)

73 points | by babelfish 2 hours ago

8 comments

  • andybak 1 hour ago
    When I first learned about computer science at the age of 11 or so (and in 1982 or so) the first page of the text book put digital and analogue computers on what seemed to be an equal footing. And then proceeded to ignore the latter for the rest of the book. Apart from a few notable exceptions ( https://en.wikipedia.org/wiki/Phillips_Machine ) I've often wondered about analogue computing.
  • TaupeRanger 8 minutes ago
    Really interesting - if I understood the article correctly, they're simulating this on conventional hardware, so in order to get the proposed benefits, it would need to be implemented in some other electronic medium.
  • italiansolider 7 minutes ago
    Readers care, this requires a nice amount of physics knowledge to really understand. Not too advanced but still, physics.
  • ainch 14 minutes ago
    This method is cool and the post explains it well. It would, however, be good to get more detail on the energy efficiency they flag as their motivation: is this model actually more energy efficient than the comparators they highlight?
  • NopIdoN 1 hour ago
    > However, the trade-off with our approach is that it requires a more complex loss that operates given only generated samples.
  • fusionadvocate 1 hour ago
    Is this somewhat related to reservoir computing?
    • fc417fc802 1 hour ago
      (Disclaimer, not my area of expertise.) It appears to be adjacent but more general. There's an entire collection of methods (including reservoir computing) that conceptually resemble or are based on physical systems in one way or another. This appears to be an attempt to develop a new method that natively takes place as a physical process that we could readily implement in hardware.
  • OutOfHere 51 minutes ago
    Can this even make an image having more than one "class"? Can it make an image of an astronaut riding a horse on the moon?
  • mrr7337 2 hours ago
    I didn't really understand anything...lgtm