Newton: Gravitating Towards the Physical Limits of Crossbar Acceleration
نویسندگان
چکیده
منابع مشابه
Newton: Gravitating Towards the Physical Limits of Crossbar Acceleration
Many recent works have designed accelerators for Convolutional Neural Networks (CNNs). While digital accelerators have relied on near data processing, analog accelerators have further reduced data movement by performing in-situ computation. Recent works take advantage of highly parallel analog in-situ computation in memristor crossbars to accelerate the many vector-matrix multiplication operati...
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Quasi-Newton acceleration for equality-constrained minimization
Optimality (or KKT) systems arise as primal-dual stationarity conditions for constrained optimization problems. Under suitable constraint qualifications, local minimizers satisfy KKT equations but, unfortunately, many other stationary points (including, perhaps, maximizers) may solve these nonlinear systems too. For this reason, nonlinear-programming solvers make strong use of the minimization ...
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ژورنال
عنوان ژورنال: IEEE Micro
سال: 2018
ISSN: 0272-1732,1937-4143
DOI: 10.1109/mm.2018.053631140