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- W4287637384 abstract "Our main contribution is to show that the behaviour of kernels across multiple layers of a convolutional neural network can be approximated using a logic program. The extracted logic programs yield accuracies that correlate with those of the original model, though with some information loss in particular as approximations of multiple layers are chained together or as lower layers are quantised. We also show that an extracted program can be used as a framework for further understanding the behaviour of CNNs. Specifically, it can be used to identify key kernels worthy of deeper inspection and also identify relationships with other kernels in the form of the logical rules. Finally, we make a preliminary, qualitative assessment of rules we extract from the last convolutional layer and show that kernels identified are symbolic in that they react strongly to sets of similar images that effectively divide output classes into sub-classes with distinct characteristics." @default.
- W4287637384 created "2022-07-25" @default.
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- W4287637384 date "2020-10-19" @default.
- W4287637384 modified "2023-09-24" @default.
- W4287637384 title "ERIC: Extracting Relations Inferred from Convolutions" @default.
- W4287637384 doi "https://doi.org/10.48550/arxiv.2010.09452" @default.
- W4287637384 hasPublicationYear "2020" @default.
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