A CNN surgery method identifies polysemantic channels and rewires each into two concept-specific channels plus a residual channel that preserves the original output exactly.
Concept whitening for interpretable image recognition
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Disentangling Polysemantic Channels in Convolutional Neural Networks
A CNN surgery method identifies polysemantic channels and rewires each into two concept-specific channels plus a residual channel that preserves the original output exactly.