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- research-articleJune 2017
Scalpel: Customizing DNN Pruning to the Underlying Hardware Parallelism
ISCA '17: Proceedings of the 44th Annual International Symposium on Computer ArchitecturePages 548–560https://doi.org/10.1145/3079856.3080215As the size of Deep Neural Networks (DNNs) continues to grow to increase accuracy and solve more complex problems, their energy footprint also scales. Weight pruning reduces DNN model size and the computation by removing redundant weights. However, we ...
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ACM SIGARCH Computer Architecture News: Volume 45 Issue 2 - research-articleJanuary 2003
Numerical Solution of Inverse Scattering Problems with Multi-experimental Limited Aperture Data
SIAM Journal on Scientific Computing (SISC), Volume 25, Issue 3Pages 1102–1117https://doi.org/10.1137/S1064827502409705In this paper, a regularized homotopy continuation method is presented for numerical solution of nonlinear ill-posedness inverse problems. Two major difficulties for solving these inverse problems by an optimization method are the ill-posedness and the ...