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A compilation of ReLU network optimization algorithms. Given some constraints on the input or output set, we'd like to optimize a linear function of ReLU outputs. Different algorithms can handle different types of restrictions on their input and output sets, as well as different optimization queries.

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castrong/NeuralOptimization.jl

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NeuralOptimization.jl

Welcome to NeuralOptimization.jl! The goal of this is to provide a common API to interact with many different neural optimization algorithms. It is inspired by [NeuralVerification.jl] (https://github.com/sisl/NeuralVerification.jl).

It will allow access to the following approximate algorithms for generating adversarial examples:

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A compilation of ReLU network optimization algorithms. Given some constraints on the input or output set, we'd like to optimize a linear function of ReLU outputs. Different algorithms can handle different types of restrictions on their input and output sets, as well as different optimization queries.

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