Investigate potential use of `StochasticAD.jl` for non-differentiable models

JuliaTrustworthyAI / CounterfactualExplanations.jl

A package for Counterfactual Explanations and Algorithmic Recourse in Julia.

https://www.taija.org/CounterfactualExplanations.jl/

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Investigate potential use of `StochasticAD.jl` for non-differentiable models #425

Open pat-alt opened 7 months ago

pat-alt commented 7 months ago

It might be possible to use StochasticAD.jl (see paper) to differentiate models that do not have a continuous dependence on features (such as decision trees).

pat-alt commented 7 months ago

@mschauer haven't carefully studied your paper yet, so not sure if I'm being overly optimistic here - do think this could work?

mschauer commented 7 months ago

Probably possible to find models, where it works

cc @gaurav-arya