Search Results for author: Huma Jamil

Found 2 papers, 0 papers with code

Hamming Similarity and Graph Laplacians for Class Partitioning and Adversarial Image Detection

no code implementations2 May 2023 Huma Jamil, Yajing Liu, Turgay Caglar, Christina M. Cole, Nathaniel Blanchard, Christopher Peterson, Michael Kirby

Here, we investigate the potential for ReLU activation patterns (encoded as bit vectors) to aid in understanding and interpreting the behavior of neural networks.

Dual Graphs of Polyhedral Decompositions for the Detection of Adversarial Attacks

no code implementations23 Nov 2022 Huma Jamil, Yajing Liu, Christina M. Cole, Nathaniel Blanchard, Emily J. King, Michael Kirby, Christopher Peterson

This paper illustrates how one can utilize the dual graph to detect and analyze adversarial attacks in the context of digital images.

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