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PADDLE: Performance Analysis Using a Data-Driven Learning Environment.

J. Thiagarajan, R. Anirudh, B. Kailkhura, N. Jain, T. Islam, A. Bhatele, J. Yeom, and T. Gamblin. IPDPS, page 784-793. IEEE Computer Society, (2018)

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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)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)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)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)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)Explainable Deep Learning for Uncovering Actionable Scientific Insights for Materials Discovery and Design.S. Liu, B. Kailkhura, J. Zhang, A. Hiszpanski, E. Robertson, D. Loveland, and T. Han. CoRR, (2020)Robusta: Robust AutoML for Feature Selection via Reinforcement Learning.X. Wang, B. Li, Y. Zhang, B. Kailkhura, and K. Nahrstedt. CoRR, (2021)Gaining the Sparse Rewards by Exploring Binary Lottery Tickets in Spiking Neural Network.H. Cheng, J. Cao, E. Xiao, P. Zhao, M. Sun, J. Wang, J. Zhang, X. Lin, B. Kailkhura, K. Xu and 1 other author(s). CoRR, (2023)

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PADDLE: Performance Analysis Using a Data-Driven Learning Environment.

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PADDLE: Performance Analysis Using a Data-Driven Learning Environment.