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A Primer on Zeroth-Order Optimization in Signal Processing and Machine Learning: Principals, Recent Advances, and Applications.

S. Liu, P. Chen, B. Kailkhura, G. Zhang, A. III, and P. Varshney. IEEE Signal Process. Mag., 37 (5): 43-54 (2020)

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Data Falsification Attacks on Consensus-Based Detection Systems.B. Kailkhura, S. Brahma, and P. Varshney. IEEE Trans. Signal and Information Processing over Networks, 3 (1): 145-158 (2017)TreeView: Peeking into Deep Neural Networks Via Feature-Space PartitioningJ. Thiagarajan, B. Kailkhura, P. Sattigeri, and K. Ramamurthy. (2016)cite arxiv:1611.07429Comment: Presented at NIPS 2016 Workshop on Interpretable Machine Learning in Complex Systems.Distributed Detection in Tree Networks: Byzantines and Mitigation Techniques.B. Kailkhura, S. Brahma, B. Dulek, Y. Han, and P. Varshney. CoRR, (2014)Automatic Perturbation Analysis on General Computational Graphs.K. Xu, Z. Shi, H. Zhang, M. Huang, K. Chang, B. Kailkhura, X. Lin, and C. Hsieh. CoRR, (2020)MimicGAN: Robust Projection onto Image Manifolds with Corruption Mimicking.R. Anirudh, J. Thiagarajan, B. Kailkhura, and P. Bremer. Int. J. Comput. Vis., 128 (10): 2459-2477 (2020)MimicGAN: Corruption-Mimicking for Blind Image Recovery & Adversarial Defense.R. Anirudh, J. Thiagarajan, B. Kailkhura, and T. Bremer. CoRR, (2018)Universal Decision-Based Black-Box Perturbations: Breaking Security-Through-Obscurity Defenses.T. Hogan, and B. Kailkhura. CoRR, (2018)MR-GAN: Manifold Regularized Generative Adversarial Networks for Scientific Data.Q. Li, B. Kailkhura, R. Anirudh, J. Zhang, Y. Zhou, Y. Liang, T. Han, and P. Varshney. SIAM J. Math. Data Sci., 3 (4): 1197-1222 (2021)COPA: Certifying Robust Policies for Offline Reinforcement Learning against Poisoning Attacks.F. Wu, L. Li, C. Xu, H. Zhang, B. Kailkhura, K. Kenthapadi, D. Zhao, and B. Li. CoRR, (2022)Representing Polymers as Periodic Graphs with Learned Descriptors for Accurate Polymer Property Predictions.E. Antoniuk, P. Li, B. Kailkhura, and A. Hiszpanski. CoRR, (2022)

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Disambiguation of "Kailkhura, Bhavya"

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A Primer on Zeroth-Order Optimization in Signal Processing and Machine Learning: Principals, Recent Advances, and Applications.

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Disambiguation of "Kailkhura, Bhavya"

copydeleteadd this publication to your clipboardcommunity posthistory of this postURLDOIBibTeXEndNoteAPAChicagoDIN 1505HarvardMSOffice XML A Primer on Zeroth-Order Optimization in Signal Processing and Machine Learning: Principals, Recent Advances, and Applications.

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A Primer on Zeroth-Order Optimization in Signal Processing and Machine Learning: Principals, Recent Advances, and Applications.