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Implement BaBSR Branching Heuristic as a new Branching Strategy #851
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Implement BaBSR Branching Heuristic as a new Branching Strategy #851
liamjdavis
wants to merge
18
commits into
NeuralNetworkVerification:master
from
liamjdavis:liamjdavis/BaBSR-heuristic
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…ad of the other way around
I think the new option should be documented in the CHANGELOG.md file? |
Fixed! |
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This pull request introduces a new branching strategy, the BaBSR branching heuristic. The new change for this new heuristic includes additions to the configuration, option parsing, and engine components.
Key changes include:
Branching Strategy Implementation:
pickSplitPLConstraintBasedOnBaBsrHeuristic
method in theEngine
class to split on the ReLUs with the highest BaBSR score. [1] [2] [3]ReluConstraint
class, including methods to compute the BaBSR score. [1] [2] [3] [4] [5] [6] [7] [8] [9]Option Parsing:
OptionParser
to includebabsr-heuristic
as a valid branching strategy.Options::getDivideStrategy()
to handle the newbabsr-heuristic
strategy.Testing: