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Re:Neurosymbolic Programming for Science by Kalanos on Wednesday November 09, 2022 @03:25PM (#33537343)
Is this a branch of "scientific machine learning" ?
Re:Neurosymbolic Programming for Science by aseg on Wednesday November 09, 2022 @06:24PM (#33539660)
The algorithms are generally in the area of machine learning + programming languages and pretty flexible. This paper talks about how we "bias" these algorithms for applications in the hard sciences (specifically talking about behavioral neuroscience but has/is being applied in other areas as well).
Re:Neurosymbolic Programming for Science by melony on Wednesday November 09, 2022 @06:47PM (#33539909)
It's a combination of GOFAI (fancy tree search) and ML (neural networks and differentiable programming)

The idea isn't particularly new but it wasn't possible to implement anything useful until recently when attention/transformers and LLMs gave a huge boost to NLP and most ML tasks.