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GSoC'24: Differentiable Logic for Interactive Systems and Generative Music

105 pointsby jarmitage8 months ago

4 comments

benob8 months ago
Difflogic should lead to very efficient hardware implementations of inference for a wide range of problems. But is it going to allow to generate the logical chains that elude current LLMs?<p>--- edit ---<p>After reading the paper more thoroughly, I find the way they implement differentiable logic clever. They use continuous relaxations of 16 logic operators, run them in parallel and apply a softmax to select the most useful operator. At inference time, everything is binarized.
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mkaic8 months ago
This is fascinating—I&#x27;ve recently been experimenting with something spookily similar after coming across the <i>same paper</i> as OP, only I&#x27;m trying to make random DAGs of logic gates reconstruct <i>images</i> rather than audio signals. Great minds like a think, I guess :P
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pierrec8 months ago
Cool concept and it seems weirdly effective. It would certainly help us lazy people to have the web version hosted somewhere, I&#x27;m assuming it could be a static site, since the meat of it is in WASM, right?<p>Would this be amenable to &quot;morphing between presets&quot;, or even manually combining a selection from one network into another network? Lots of things to try out here!
Archit3ch8 months ago
Most interesting! :D<p>Logic gates implemented with non-ideal transistors have non-zero rise times. Therefore, they are smooth and differentiable.