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GPU-based Private Information Retrieval for On-Device Machine Learning Inference


Jan 27, 2023
Maximilian Lam, Jeff Johnson, Wenjie Xiong, Kiwan Maeng, Udit Gupta, Minsoo Rhu, Hsien-Hsin S. Lee, Vijay Janapa Reddi, Gu-Yeon Wei, David Brooks, Edward Suh

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Data Leakage via Access Patterns of Sparse Features in Deep Learning-based Recommendation Systems


Dec 12, 2022
Hanieh Hashemi, Wenjie Xiong, Liu Ke, Kiwan Maeng, Murali Annavaram, G. Edward Suh, Hsien-Hsin S. Lee

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MPCViT: Searching for MPC-friendly Vision Transformer with Heterogeneous Attention


Nov 25, 2022
Wenxuan Zeng, Meng Li, Wenjie Xiong, Wenjie Lu, Jin Tan, Runsheng Wang, Ru Huang

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* 6 pages, 6 figures 

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Cocktail Party Attack: Breaking Aggregation-Based Privacy in Federated Learning using Independent Component Analysis


Sep 12, 2022
Sanjay Kariyappa, Chuan Guo, Kiwan Maeng, Wenjie Xiong, G. Edward Suh, Moinuddin K Qureshi, Hsien-Hsin S. Lee

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