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giopaglia committed Sep 18, 2023
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Expand Up @@ -26,8 +26,6 @@ These levels of **transparency** (or *interpretability*) are generally not avail

*Enough with this!* The lesser and lesser minoritarian theory of symbolic learning deserves a programming framework of its own!

## Sole.jl

#### JuliaCon 2023 30-minute talk

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*Sole.jl* is a collection of Julia packages for symbolic learning and reasoning; *Sole.jl* covers **a relatively wide range of functionality** that is of interest for the symbolic community, but it also fills some gaps with a few functionalities for standard machine learning pipelines (e.g., feature selection on multimodal (un)structured data). At the time of writing, the framework comprehends the following packages:
+ [*SoleLogics.jl*](https://github.com/aclai-lab/SoleLogics.jl) lays the **logical foundations** for symbolic learning. It provides a useful codebase for [*computational logic*](https://en.wikipedia.org/wiki/Computational_logic), which features easy manipulation of:
+ Propositional and (multi)modal logics (propositions, logical constants, alphabet, grammars, fuzzy algebras);
+ Propositional and (multi)modal logics (atoms, logical constants, alphabet, grammars, fuzzy algebras);
+ [Logical formulas](https://en.wikipedia.org/wiki/Well-formed_formula) (random generation, parsing, minimization);
+ [Logical interpretations](https://en.wikipedia.org/wiki/Interpretation_(logic)) (or models, e.g., [Kripke structures](https://en.wikipedia.org/wiki/Kripke_structure_(model_checking)));
+ Algorithms for [model checking](https://en.wikipedia.org/wiki/Model_checking) (that is, checking that a formula is satisfied by an interpretation).
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