49 citations · 123 across the 21 of their papers we have counts for
4 papers · 1 filter
Understanding Power Consumption and Reliability of High-Bandwidth Memory with Voltage Underscaling
Seyed Saber Nabavi Larimi, Behzad Salami, Osman S. Unsal +3
Modern computing devices employ High-Bandwidth Memory (HBM) to meet their memory bandwidth requirements. An HBM-enabled device consists of multiple DRAM layers stacked on top of on…
Exceeding Conservative Limits: A Consolidated Analysis on Modern Hardware Margins
George Papadimitriou, Athanasios Chatzidimitriou, Dimitris Gizopoulos +5
Modern large-scale computing systems (data centers, supercomputers, cloud and edge setups and high-end cyber-physical systems) employ heterogeneous architectures that consist of mu…
Power and Accuracy of Multi-Layer Perceptrons (MLPs) under Reduced-voltage FPGA BRAMs Operation
Behzad Salami, Osman Unsal, Adrian Cristal
In this paper, we exploit the aggressive supply voltage underscaling technique in Block RAMs (BRAMs) of Field Programmable Gate Arrays (FPGAs) to improve the energy efficiency of M…
An Experimental Study of Reduced-Voltage Operation in Modern FPGAs for Neural Network Acceleration
Behzad Salami, Erhan Baturay Onural, Ismail Emir Yuksel +6
We empirically evaluate an undervolting technique, i.e., underscaling the circuit supply voltage below the nominal level, to improve the power-efficiency of Convolutional Neural Ne…