Search Results for author: Shidhartha Das

Found 3 papers, 0 papers with code

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

no code implementations10 Nov 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

We also describe AON-CiM, a programmable, minimal-area phase-change memory (PCM) analog CiM accelerator, with a novel layer-serial approach to remove the cost of complex interconnects associated with a fully-pipelined design.

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Training DNN IoT Applications for Deployment On Analog NVM Crossbars

no code implementations30 Oct 2019 Fernando García-Redondo, Shidhartha Das, Glen Rosendale

We achieve up to 92:91% accuracy (95% floating-point) using 2-bit only-positive weights for HAR.

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

no code implementations15 Oct 2019 Sergey Mileiko, Thanasin Bunnam, Fei Xia, Rishad Shafik, Alex Yakovlev, Shidhartha Das

We design a PWM-based perceptron which can serve as the fundamental building block for NNs, by using an entirely new method of realising arithmetic in the PWM domain.

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