38 citations · 83 across the 8 of their papers we have counts for
5 papers · 1 filter
RANC: Reconfigurable Architecture for Neuromorphic Computing
Joshua Mack, Ruben Purdy, Kris Rockowitz +8
Neuromorphic architectures have been introduced as platforms for energy efficient spiking neural network execution. The massive parallelism offered by these architectures has also…
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…