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AnalogNets: ML-HW Co-Design of Noise-robust TinyML Models and Always-On Analog Compute-in-Memory Accelerator


Nov 10, 2021
Chuteng Zhou, Fernando Garcia Redondo, Julian Büchel, Irem Boybat, Xavier Timoneda Comas, S. R. Nandakumar, Shidhartha Das, Abu Sebastian, Manuel Le Gallo, Paul N. Whatmough


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Training DNN IoT Applications for Deployment On Analog NVM Crossbars


Nov 03, 2019
Fernando García-Redondo, Shidhartha Das, Glen Rosendale


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Neural Network Design for Energy-Autonomous AI Applications using Temporal Encoding


Oct 15, 2019
Sergey Mileiko, Thanasin Bunnam, Fei Xia, Rishad Shafik, Alex Yakovlev, Shidhartha Das


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