Publications

For a compete list, PDFs, and citation counts please see Google scholar.


-2018-


Weightless: Lossy Weight Encoding For Deep Neural Network Compression

Brandon Reagen, Udit Gupta, Robert Adolf, Michael Mitzenmacher, Alexander Rush, Gu-Yeon Wei, David Brooks

ICML 2018


Ares: A Framework for Quantifying the Resilience of Deep Neural Networks

Brandon Reagen, Udit Gupta, Lillian Pentecost, Paul Whatmough, Sae Kyu Lee, Gu-Yeon Wei, David Brooks

DAC 2018 ( Best Paper Nomination! )


On-Chip Deep Neural Network Storage with Multi-Level eNVM

Marco Donato, Brandon Reagen, Lillian Pentecost, Udit Gupta, Gu-Yeon Wei, David Brooks

DAC 2018


-2017-


Deep Learning for Computer Architects

Brandon Reagen, Robert Adolf, Paul Whatmough, Gu-Yeon Wei, David 

Synthesis Lecture 2017


A Fully-Integrated Battery-Powered System-on-Chip in 40-nm CMOS for Closed-Loop Control of Insect-Scale Pico-Aerial Vehicle

Xuan Zhang, Mario Lok, Tao Tong, Sae Kyu Lee, Brandon Reagen, Simon Chaput, Pierre-Emile J Duhamel, Robert J Wood, David Brooks, Gu-Yeon Wei

JSSC 2017


A Case for Efficient Accelerator Design Space Exploration via Bayesian Optimization

Brandon Reagen, Jose-Miguel Hernández-Lobato, Robert Adolf, Michael Gelbart, Paul Whatmough, Gu-Yeon Wei, David Brooks

ISLPED 2017


Using Dynamic Dependence Analysis to Improve the quality of High-Level Synthesis Designs

Rafael Garibotti, Brandon Reagen, Sophia Shao, Gu-Yeon Wei, David Brooks

ISCAS 2017


The Design and Evolution of Deep Learning Workloads

Robert Adolf, Saketh Rama, Brandon Reagen, Gu-Yeon Wei, David Brooks

IEEE MICRO 2017


-2016-


Fathom: Reference Workloads for Modern Deep Learning Methods

Robert Adolf, Saketh Rama, Brandon Reagen, Gu-Yeon Wei, David Brooks

IISWC 2016


Minerva: Enabling Low-Power, Highly-Accurate Deep Neural Network Accelerators

Brandon Reagen, Paul Whatmough, Robert Adolf, Saketh Rama, Hyungkwong Lee, Sae Kyu Lee, Jose-Miguel Hernández-Lobato, Gu-Yeon Wei, David Brooks

ISCA 2016


-2015-


A Multi-Chip System Optimized for Insect-Scale Flapping-Wing Robots

Xuan Zhang, Mario Lok, Tao Tong, Simon Chaput, Sae Kyu Lee, Brandon Reagen, Hyungkwong Lee, David Brooks, Gu-Yeon Wei

VLSI 2015


The Aladdin Approach to Accelerator Design and Modeling

Sophia Shao, Brandon Reagen, Gu-Yeon Wei, David Brooks

IEEE MICRO, Top Picks 2015


-2014-


MachSuite: Benchmarks for Accelerator Design and Customized Architectures

Brandon Reagen, Robert Adolf, Sophia Shao, Gu-Yeon Wei, David Brooks

IISWC 2014


Aladdin: A Pre-RTL, Power-Performance Accelerator Simulator Enabling Large Design Space Exploration of Customized Architectures

Sophia Shao, Brandon Reagen, Gu-Yeon Wei, David Brooks

ISCA 2014


-2013-


Quantifying Acceleration: Power/Performance Trade-offs of Application Kernels in Hardware

Brandon Reagen, Sophia Shao, Gu-Yeon Wei, David Brooks

ISLPED 2013


-2012-


Joined Harvard as a PhD student.