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Yes! The long-term vision would be to implement the ability to convert any QUBO objective function into a p-circuit, so the library could be used for machine learning.
Immediately, I am working with @igronin47 to solve the salesman problem using p-bits, with limited results as for now: #57.
TSP is a great example of why polynomial reduction to QUBO can still be very painful hah. Not sure exactly what you mean by "any QUBO objective as a p-circuit" are you talking about general tractible methods for solving the minor embedding problem?
If we could encode for example "3 * x^2 + 2 x + 5" in some J/h weights (with binaries or integers variables) and obtain accurate results, that would be awesome.
I noticed that there's ongoing development of the
/library
Are you thinking of doing general QUBO conversion of a suite such as in:
https://arxiv.org/abs/1811.11538
https://arxiv.org/abs/1801.08653
https://arxiv.org/abs/1302.5843
Do you have a particular list that you want formulated?
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