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NAIL: Neurosymbolic AI Library

Documentation Status

This is a gigantic WIP.

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The library allows you to create neurosymbolic programs that allow for symbolic manipulation integrated with gradient-based learning on data.

Neurosybolic programs have usually involved one or more of the following:

  • Learning programs from data
    • Learning programs from natural language

This library will facilitate learning abstract programs that incorporate statistical learning into higher-order reasoning.

Primitives

  • Programs
    • Variables
    • Operations (on variables)
    • Instances (of variables)
    • Bindings (between instances of variables)

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[TBD]

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A library to train AI using neurosymbolic models

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