ASK: Adversarial Soft k-Nearest Neighbor Attack and Defense

Author:

Wang Ren1ORCID,Chen Tianqi2ORCID,Yao Philip1,Liu Sijia3,Rajapakse Indika4ORCID,Hero Alfred O.1ORCID

Affiliation:

1. Department of Electrical Engineering and Computer Science, University of Michigan, Ann Arbor, MI, USA

2. Department of Statistics, University of Michigan, Ann Arbor, MI, USA

3. Department of Computer Science and Engineering, Michigan State University, East Lansing, MI, USA

4. Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA

Funder

United States Department of Defense, Defense Advanced Research Projects Agency

Army Research Office

Department of Energy National Nuclear Security Administration

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

General Engineering,General Materials Science,General Computer Science,Electrical and Electronic Engineering

Reference27 articles.

1. Deep k-nearest neighbors: Towards confident, interpretable and robust deep learning;papernot;arXiv 1803 04765,2018

2. RAILS: A Robust Adversarial Immune-Inspired Learning System

3. Deep k-NN for noisy labels;bahri;Proc Int Conf Mach Learn,2020

4. On the Robustness of Deep K-Nearest Neighbors

5. AdvKnn: Adversarial attacks on K-nearest neighbor classifiers with approximate gradients;li;arXiv 1911 06591,2019

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1. Exploring Diversified Adversarial Robustness in Neural Networks via Robust Mode Connectivity;2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW);2023-06

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