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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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PerfSAGE: Generalized Inference Performance Predictor for Arbitrary Deep Learning Models on Edge Devices


Jan 26, 2023
Yuji Chai, Devashree Tripathy, Chuteng Zhou, Dibakar Gope, Igor Fedorov, Ramon Matas, David Brooks, Gu-Yeon Wei, Paul Whatmough

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Architectural Implications of Embedding Dimension during GCN on CPU and GPU


Dec 01, 2022
Matthew Adiletta, David Brooks, Gu-Yeon Wei

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* 10 pages, 7 figures 

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OMU: A Probabilistic 3D Occupancy Mapping Accelerator for Real-time OctoMap at the Edge


May 06, 2022
Tianyu Jia, En-Yu Yang, Yu-Shun Hsiao, Jonathan Cruz, David Brooks, Gu-Yeon Wei, Vijay Janapa Reddi

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* 2022 Design Automation and Test in Europe Conference (DATE), March 14-23, 2022, Virtual 

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Tabula: Efficiently Computing Nonlinear Activation Functions for Secure Neural Network Inference


Mar 05, 2022
Maximilian Lam, Michael Mitzenmacher, Vijay Janapa Reddi, Gu-Yeon Wei, David Brooks

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Sustainable AI: Environmental Implications, Challenges and Opportunities


Oct 30, 2021
Carole-Jean Wu, Ramya Raghavendra, Udit Gupta, Bilge Acun, Newsha Ardalani, Kiwan Maeng, Gloria Chang, Fiona Aga Behram, James Huang, Charles Bai, Michael Gschwind, Anurag Gupta, Myle Ott, Anastasia Melnikov, Salvatore Candido, David Brooks, Geeta Chauhan, Benjamin Lee, Hsien-Hsin S. Lee, Bugra Akyildiz, Maximilian Balandat, Joe Spisak, Ravi Jain, Mike Rabbat, Kim Hazelwood

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Gradient Disaggregation: Breaking Privacy in Federated Learning by Reconstructing the User Participant Matrix


Jun 10, 2021
Maximilian Lam, Gu-Yeon Wei, David Brooks, Vijay Janapa Reddi, Michael Mitzenmacher

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* ICML 2021 

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MAVFI: An End-to-End Fault Analysis Framework with Anomaly Detection and Recovery for Micro Aerial Vehicles


May 27, 2021
Yu-Shun Hsiao, Zishen Wan, Tianyu Jia, Radhika Ghosal, Arijit Raychowdhury, David Brooks, Gu-Yeon Wei, Vijay Janapa Reddi

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* 14 pages, 16 figures 

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RecPipe: Co-designing Models and Hardware to Jointly Optimize Recommendation Quality and Performance


May 22, 2021
Udit Gupta, Samuel Hsia, Jeff Zhang, Mark Wilkening, Javin Pombra, Hsien-Hsin S. Lee, Gu-Yeon Wei, Carole-Jean Wu, David Brooks

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