1 code implementation • 7 Jan 2024 • Massimo Perini, Milos Nikolic
Missing data is a widespread problem in many domains, creating challenges in data analysis and decision making.
no code implementations • 10 May 2018 • Sayeh Sharify, Mostafa Mahmoud, Alberto Delmas Lascorz, Milos Nikolic, Andreas Moshovos
A Laconic configuration that uses a 1K-wire weight memory interface, outperforms the 2K-wire conventional accelerator by 15. 4x and is 1. 95x more energy efficient.
no code implementations • 17 Apr 2018 • Alberto Delmas, Sayeh Sharify, Patrick Judd, Kevin Siu, Milos Nikolic, Andreas Moshovos
The per group precisions are selected statically for the weights and dynamically by hardware for the activations.
no code implementations • 9 Mar 2018 • Alberto Delmas, Patrick Judd, Dylan Malone Stuart, Zissis Poulos, Mostafa Mahmoud, Sayeh Sharify, Milos Nikolic, Andreas Moshovos
We show that, during inference with Convolutional Neural Networks (CNNs), more than 2x to $8x ineffectual work can be exposed if instead of targeting those weights and activations that are zero, we target different combinations of value stream properties.