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Getting unstable neurons with alpha-beta crown #87

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Dalnaracrater opened this issue Jan 8, 2025 · 0 comments
Open

Getting unstable neurons with alpha-beta crown #87

Dalnaracrater opened this issue Jan 8, 2025 · 0 comments

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@Dalnaracrater
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Hello,
Thank you for your dedication to the research community.

I have a question about obtaining unstable neurons in the context of verification research. Specifically, I noticed that some works mention authors identify unstable neurons using $\alpha\beta$ CROWN. However, I am unsure at which step these neurons are typically obtained.

Please correct me if I am wrong: For instance, is it during incomplete verification using $\alpha$ CROWN through LiRPA? Or during complete verification with $\alpha\beta$ CROWN (and if so, is it before or after the bound optimization process)?

Is there a commonly accepted context or step in the research field where unstable neurons are identified?

Thank you again for your insights

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