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Compute-Efficient Deep Learning: Algorithmic Trends and Opportunities

B. Bartoldson, B. Kailkhura, and D. Blalock. (2022)cite arxiv:2210.06640Comment: 77 pages.

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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)Universal Decision-Based Black-Box Perturbations: Breaking Security-Through-Obscurity Defenses.T. Hogan, and B. Kailkhura. CoRR, (2018)MimicGAN: Corruption-Mimicking for Blind Image Recovery & Adversarial Defense.R. Anirudh, J. Thiagarajan, B. Kailkhura, and T. Bremer. CoRR, (2018)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.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)Instance-wise Linearization of Neural Network for Model Interpretation.Z. Li, S. Liu, B. Kailkhura, T. Bremer, and V. Pascucci. CoRR, (2023)Transformers Can Do Arithmetic with the Right Embeddings.S. McLeish, A. Bansal, A. Stein, N. Jain, J. Kirchenbauer, B. Bartoldson, B. Kailkhura, A. Bhatele, J. Geiping, A. Schwarzschild and 1 other author(s). CoRR, (2024)Robusta: Robust AutoML for Feature Selection via Reinforcement Learning.X. Wang, B. Li, Y. Zhang, B. Kailkhura, and K. Nahrstedt. CoRR, (2021)Leveraging Hierarchical Feature Sharing for Efficient Dataset Condensation.H. Zheng, J. Sun, S. Wu, B. Kailkhura, Z. Mao, C. Xiao, and A. Prakash. CoRR, (2023)DeepZero: Scaling up Zeroth-Order Optimization for Deep Model Training.A. Chen, Y. Zhang, J. Jia, J. Diffenderfer, J. Liu, K. Parasyris, Y. Zhang, Z. Zhang, B. Kailkhura, and S. Liu. CoRR, (2023)

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Compute-Efficient Deep Learning: Algorithmic Trends and Opportunities

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Compute-Efficient Deep Learning: Algorithmic Trends and Opportunities