Hi,
I'm currently using Marabou to develop my research project that is related to neural network verification.
I have a couple of questions in your implementation as follows;
-
After we perform any abstract interpretation-based approach, how to update/access the bounds for each neuron?
Because I saw that there are different ways to provide the bound information, for example, inEngine.cpp, we can use inputQuery, _preprocessedQuery, _networkLevelReasoner or _tableau.
First time, I just use inputQuery to be the argument in extractBounds(), similar with calculateBounds() in MarabouCore.cpp, but I didn't see any update in the output neurons, they are still remaining infinite bounds.
Yet, I can obtain the updated output bounds from both _networkLevelReasoner and _tableau.
Therefore, I'm curious if that should be using either _networkLevelReasoner or _tableau to have update to date bound information?
-
What is the difference between inputQuery and _preprocessedQuery? Is that to distinguish the property before and after pre-process step? Will _preprocessedQuery be always having update to date information? or just right after pre-process step only?
Thank you in advance.
Best regards,
Yi-Nung
Hi,
I'm currently using Marabou to develop my research project that is related to neural network verification.
I have a couple of questions in your implementation as follows;
After we perform any abstract interpretation-based approach, how to update/access the bounds for each neuron?
Because I saw that there are different ways to provide the bound information, for example, in
Engine.cpp, we can useinputQuery,_preprocessedQuery,_networkLevelReasoneror_tableau.First time, I just use
inputQueryto be the argument inextractBounds(), similar withcalculateBounds()inMarabouCore.cpp, but I didn't see any update in the output neurons, they are still remaining infinite bounds.Yet, I can obtain the updated output bounds from both
_networkLevelReasonerand_tableau.Therefore, I'm curious if that should be using either
_networkLevelReasoneror_tableauto have update to date bound information?What is the difference between
inputQueryand_preprocessedQuery? Is that to distinguish the property before and after pre-process step? Will_preprocessedQuerybe always having update to date information? or just right after pre-process step only?Thank you in advance.
Best regards,
Yi-Nung