Publications

175 entries « 1 of 4 »

2019

Udit Gupta, Brandon Reagen, Lillian Pentecost, Marco Donato, Thierry Tambe, Alexander M. Rush, Gu-Yeon Wei, David Brooks

MASR: A Modular Accelerator for Sparse RNNs Conference

International Conference on Parallel Architectures and Compilation Techniques, 2019.

Abstract | Links | BibTeX

Glenn G. Ko, Yuji Chai, Rob A. Rutenbar, David Brooks, Gu-Yeon Wei

Accelerating Bayesian Inference on Structured Graphs Using Parallel Gibbs Sampling Proceeding

International Conference on Field-Programmable Logic and Applications, 2019.

Abstract | Links | BibTeX

Paul N. Whatmough; Sae Kyu Lee; Marco Donato; Hsea-Ching Hsueh; Sam Likun Xi ; Udit Gupta; Lillian Pentecost; Glenn G. Ko; David Brooks; Gu-Yeon Wei

A 16nm 25mm2 SoC with a 54.5x Flexibility-Efficiency Range from Dual-Core Arm Cortex-A53 to eFPGA and Cache-Coherent Accelerators Journal Article

Symposium on VLSI Circuits, 2019.

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Yu Emma Wang; Yuhao Zhu; Glenn G. Ko; Brandon Reagen; Gu-Yeon Wei; David Brooks

Demystifying Bayesian Inference Workloads Proceeding

2019.

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Yu Emma Wang; Victor Lee; Gu-Yeon Wei; David Brooks.

Predicting New Workload or CPU Performance by Analyzing Public Datasets Journal Article

ACM Transactions on Architecture and Code Optimization (TACO), 15 (4), pp. 53:1–53:21, 2019.

Abstract | Links | BibTeX

2018

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

Ares: a framework for quantifying the resilience of deep neural networks Conference

Design Automation Conference, 2018.

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

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

Design Automation Conference (DAC), 2018.

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

Weightless: Lossy Weight Encoding For Deep Neural Network Compression Conference

International Conference on Machine Learning, 2018.

Abstract | Links | BibTeX

Mario Lok; Elizabeth Farrell Helbling; Xuan Zhang; Robert Wood; David Brooks; Gu-Yeon Wei

A Low Mass Power Electronics Unit to Drive Piezoelectric Actuators for Flying Microrobots Journal Article

IEEE Transactions on Power Electronics, 33 (4), pp. 3180 - 3191, 2018.

Abstract | Links | BibTeX

2017

Sreela Kodali; Patrick Hansen; Niamh Mulholland; Paul Whatmough; David Brooks; Gu-Yeon Wei

Applications of Deep Neural Networks for Ultra Low Power IoT Inproceedings

International Conference on Computer Design, 2017.

Abstract | BibTeX

Paul Whatmough; Sae Kyu Lee; Gu-Yeon Wei; David Brooks

Sub-uJ Deep Neural Networks for Embedded Applications Inproceedings

IEEE 51st Asilomar Conference on Signals, Systems, and Computers, 2017.

BibTeX

Paul Whatmough; Saekyu Lee; Niamh Mulholland; Patrick Hansen; Sreela Kodali; David Brooks

DNN ENGINE: A 16nm Sub-uJ Deep Neural Network Inference Accelerator for the Embedded Masses Inproceedings

Hot Chips 29: A Symposium on High Performance Chips, 2017.

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

Deep Learning for Computer Architects Book

Morgan & Claypool Publishers, 2017.

Abstract | Links | BibTeX

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

A Case for Efficient Accelerator Design Space Exploration via Bayesian Optimization Conference

International Symposium on Low Power Electronics and Design, 2017.

Abstract | Links | BibTeX

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

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

IEEE Journal of Solid-State Circuits, 52 (9), 2017.

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Svilen Kanev; Sam (Likun) Xi; Gu-Yeon Wei; David Brooks

Mallacc: Accelerating Memory Allocation Conference

International Symposium on Architectural Support for Programming Languages and Operating Systems (ASPLOS), 2017.

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Sae Kyu Lee; Tao Tong; Xuan Zhang; David Brooks; Gu-Yeon Wei

A 16-Core Voltage-Stacked System With Adaptive Clocking and an Integrated Switched-Capacitor DC–DC Converter Journal Article

IEEE Transactions on VLSI, 25 (4), pp. 1271-1284, 2017.

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Paul N. Whatmough; Sae Kyu Lee; Hyunkwang Lee; Saketh Rama; David Brooks; Gu-Yeon Wei

A 28nm SoC with a 1.2GHz 568nJ/Prediction Sparse Deep-Neural-Network Engine with >0.1 Timing Error Rate Tolerance for IoT Applications Inproceedings

International Solid-State Circuits Conference, 2017.

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2016

Yakun Sophia Shao; Sam (Likun) Xi; Vijayalakshmi Srinivasan; Gu-Yeon Wei; David Brooks

Co-Designing Accelerators and SoC Interfaces using gem5-Aladdin Inproceedings

International Symposium on Microarchitecture (MICRO), 2016.

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

Fathom: Reference Workloads for Modern Deep Learning Methods Inproceedings

IEEE International Symposium on Workload Characterization, 2016.

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Tao Tong; Sae Kyu Lee; Xuan Zhang; David Brooks; Gu-Yeon Wei

A Fully Integrated Reconfigurable Switched-Capacitor DC-DC Converter With Four Stacked Output Channels for Voltage Stacking Applications Journal Article

IEEE Journal of Solid-State Circuits, 51 (9), pp. 2142–2152, 2016.

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Brandon Reagen; Paul Whatmough; Robert Adolf; Saketh Rama; Hyunkwang Lee; Sae Kyu Lee; José Miguel Hernández-Lobato; Gu-Yeon Wei; David Brooks

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

International Symposium on Computer Architecture (ISCA), 2016.

Abstract | Links | BibTeX

2015

Mario Lok; Xuan Zhang; Elizabeth Farrell Helblinh; Robert Wood; David Brooks; Gu-Yeon Wei

A Power Electronics Unit to Drive Piezoelectric Actuators for Flying Microrobots Inproceedings

IEEE Custom Integrated Circuits Conference (CICC), 2015.

Abstract | Links | BibTeX

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

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

IEEE Symposium on VLSI Circuits (VLSIC), 2015.

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Sae Kyu Lee; Tao Tong; Xuang Zhang; David Brooks; Gu-Yeon Wei

A 16-Core Voltage-Stacked System with an Integrated Switched-Capacitor DC-DC Converter Inproceedings

IEEE Symposium on VLSI Circuits (VLSIC), 2015.

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Paul N. Whatmough; George Smart; Shidhartha Das; Yiannis Andreopoulos; David M. Bull

A 0.6V All-Digital Body-Coupled Wakeup Transceiver for IoT Applications Inproceedings

IEEE Symposium on VLSI Circuits (VLSIC), 2015.

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Svilen Kanev, Juan Pablo Darago, Kim Hazelwood, Parthasarathy Ranganathan, Tipp Moseley, Gu-Yeon Wei, David Brooks

Profiling a Warehouse-Scale Computer Inproceedings

International Symposium on Computer Architecture (ISCA), 2015.

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Sam Xi; Hans Jacobson; Pradip Bose; Gu-Yeon Wei; David Brooks

Quantifying Sources of Error in McPAT and Potential Impacts on Architectural Studies Conference

International Symposium on High Performance Computer Architecture (HPCA), 2015.

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Simone Campanoni; Glenn Holloway; Gu-Yeon Wei; David Brooks

HELIX-UP: Relaxing Program Semantics to Unleash Parallelization Conference

International Symposium on Code Generation and Optimization (CGO), 2015.

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Yakun Sophia Shao; Sam Xi; Viji Srinivasan; Gu-Yeon Wei; David Brooks

Toward Cache-Friendly Hardware Accelerators Conference

HPCA Sensors and Cloud Architectures Workshop (SCAW), 2015.

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Brandon Reagen; Robert Adolf; Gu-Yeon Wei; David Brooks

The MachSuite Benchmark Conference

Boston Area Architecture Workshop (BARC), 2015.

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Brandon Reagen; Gu-Yeon Wei; David Brooks

How Hardware Accelerators Trade-Off Pipelining and Parallelism to Maximize Efficiency Conference

Boston Area Architecture Workshop (BARC), 2015.

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2014

Svilen Kanev; Kim Hazelwood; Gu-Yeon Wei; David Brooks

Tradeoffs between Power Management and Tail Latency in Warehouse-Scale Applications Conference

International Symposium on Workload Characterization (IISWC), IEEE, 2014.

Abstract | Links | BibTeX

Michael J. Lyons; Gu-Yeon Wei; David Brooks

Multi-accelerator system development with the ShrinkFit acceleration framework Inproceedings

International Conference on Computer Design, 2014.

Abstract | Links | BibTeX

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

MachSuite: Benchmarks for Accelerator Design and Customized Architectures Inproceedings

IEEE International Symposium on Workload Characterization (IISWC), 2014.

Abstract | Links | BibTeX

Yakun Sophia Shao; Brandon Reagen; Gu-Yeon Wei; David Brooks

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

International Symposium on Computer Architecture (ISCA), 2014.

Abstract | Links | BibTeX

Simone Campanoni; Kevin Brownell; Svilen Kanev; Timothy M. Jones; Gu-Yeon Wei; David Brooks

HELIX-RC: An Architecture-Compiler Co-Design for Automatic Parallelization of Irregular Programs Inproceedings

International Symposium on Computer Architecture (ISCA), 2014.

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Simone Campanoni; Svilen Kanev; Kevin Brownell; Gu-Yeon Wei; David Brooks

Breaking Cyclic-Multithreading Parallelization with XML Parsing Conference

International Workshop on Parallelism in Mobile Platforms (PRISM), 2014.

Abstract | Links | BibTeX

Xuan Zhang; Tao Tong; David Brooks; Gu-Yeon Wei

Evaluating Adaptive Clocking for Supply-Noise Resilience in Battery-Powered Aerial Microrobotic System-on-Chip Inproceedings

IEEE Transactions on Circuits and Systems (TCAS), 2014.

BibTeX

2013

Xuan Zhang; David Brooks; Gu-Yeon Wei

A 20uW 10MHz Relaxation Oscillator with Adaptive Bias and Fast Self-Calibration in 40nm CMOS for Micro-Aerial Robotics Application Inproceedings

IEEE Asian Solid-State Circuits Conference (ASSCC), 2013.

BibTeX

Mario Lok; David Brooks; Robert Wood; Gu-Yeon Wei

Design and analysis of an integrated driver for piezoelectric actuators Inproceedings

IEEE Energy Conversion Congress and Exposition, 2013.

BibTeX

Yakun Sophia Shao; David Brooks

Energy Characterization and Instruction-Level Energy Model of Intel's Xeon Phi Processor Inproceedings

International Symposium on Low Power Electronics and Design (ISLPED), 2013.

Abstract | Links | BibTeX

Brandon Reagen; Yakun Sophia Shao; Gu-Yeon Wei; David Brooks

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

International Symposium on Low Power Electronics and Design (ISLPED), 2013.

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Tao Tong; Xuan Zhang; Wonyoung Kim; David Brooks; Gu-Yeon Wei

A Fully Integrated Battery-Connected Switched-Capacitor 4:1 Voltage Regulator with 70% Peak Efficiency Using Bottom-Plate Charge Recycling Inproceedings

IEEE Custom Integrated Circuits Conference (CICC), 2013.

BibTeX

Xuan Zhang; Tao Tong; David Brooks; Gu-Yeon Wei

Supply-Noise Resilient Adaptive Clocking for Battery-Powered Aerial Microrobotic System-on-Chip in 40nm CMOS Inproceedings

IEEE Custom Integrated Circuits Conference (CICC), 2013.

BibTeX

Yakun Sophia Shao; David Brooks

ISA-Independent Workload Characterization and its Implications for Specialized Architectures Inproceedings

International Symposium on Performance Analysis of Systems and Software (ISPASS), 2013.

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Svilen Kanev; Timothy M Jones; Gu-Yeon Wei; David Brooks; Vijay Janapa Reddi

Measuring code optimization impact on voltage noise Journal Article

Workshop in Silicon Errors -- System Effects (SELSE), 2013.

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Xuan Zhang; Tao Tong; Svilen Kanev; Sae Kyu Lee; Gu-Yeon Wei; David Brooks

Characterizing and Evaluating Voltage Noise in Multi-Core Near-Threshold Processors Inproceedings

International Symposium on Low Power Electronics and Design (ISLPED), 2013.

Abstract | Links | BibTeX

2012

Sae Kyu Lee; David Brooks; Gu-Yeon Wei

Evaluation of voltage stacking for near-threshold multicore computing Inproceedings

IEEE International Symposium on Low Power Electronics and Design, 2012.

BibTeX

Wonyoung Kim; David Brooks; Gu-Yeon Wei

A fully-integrated 3-level DC-DC converter for nanosecond-scale DVFS Journal Article

Solid-State Circuits, IEEE Journal of, 47 (1), pp. 206–219, 2012.

BibTeX

175 entries « 1 of 4 »