5 papers
Growing Artificial Neural Networks
John Mixter, Ali Akoglu
Pruning is a legitimate method for reducing the size of a neural network to fit in low SWaP hardware, but the networks must be trained and pruned offline. We propose an algorithm,…
User-Space Emulation Framework for Domain-Specific SoC Design
Joshua Mack, Nirmal Kumbhare, Anish NK +2
In this work, we propose a portable, Linux-based emulation framework to provide an ecosystem for hardware-software co-design of Domain-specific SoCs (DSSoCs) and enable their rapid…
FPGA Based Emulation Environment for Neuromorphic Architectures
Spencer Valancius, Edward Richter, Ruben Purdy +7
Neuromorphic architectures such as IBM's TrueNorth and Intel's Loihi have been introduced as platforms for energy efficient spiking neural network execution. However, there is no f…
DS3: A System-Level Domain-Specific System-on-Chip Simulation Framework
Samet E. Arda, Anish NK, A. Alper Goksoy +6
Heterogeneous systems-on-chip (SoCs) are highly favorable computing platforms due to their superior performance and energy efficiency potential compared to homogeneous architecture…
Work-in-Progress: A Simulation Framework for Domain-Specific System-on-Chips
Samet E. Arda, Anish NK, A. Alper Goksoy +6
Heterogeneous system-on-chips (SoCs) have become the standard embedded computing platforms due to their potential to deliver superior performance and energy efficiency compared to…