Professional Activities

Services

Workshop co-organizer: Architecture, Compiler, and System Support for Multi-model DNN Workloads Workshop (at MICRO 2021)
[Workshop Webpage][Opening Keynote]
2021

External Review Committee: The IEEE/ACM International Symposium on Microarchitecture (MICRO)
2021

External Review Committee: The International Symposium on Computer Architecture (ISCA)
2021, 2022

Reviewer: IEEE MICRO
2019

Reviewer: ACM Transactions on Architecture and Code Optimization (TACO)
2019, 2020, 2021

Reviewer: IEEE Transactions on Computers
2019, 2020, 2021

Reviewer: IEEE Computer Architecture Letters (CAL)
2020, 2021

Reviewer: IEEE Journal on Emerging and Selected Topics in Circuits and Systems (JETCAS)
2020

Reviewer: IEEE Transactions on Neural Networks and Learning Systems (TNNLS)
2020

Reviewer: IEEE Open Journal of Circuits and Systems
2020

Talks at Conferences/Workshops

Understanding the Impact of On-Chip Communication on DNN Accelerator Performance
Columbus, Ohio
IEEE/ACM International Symposium on Microarchitecture (MICRO)
Oct. 2019 [Slides]

MAESTRO: An Analytical Cost-Benefit Model of Dataflows in DNN Accelerators
Fukuoka, Japan
ACM Student Research Competition (SRC) at MICRO 2018  (MICRO-SRC) [Final round]
Oct. 2018 [Slides]

MAERI: Enabling Flexible Dataflow Mapping over DNN Accelerators via Reconfigurable Interconnects
Williamsburg, VA
International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS)
Mar. 2018

Rethinking NoCs for  Spatial Neural Network Accelerators
Seoul, Korea
The International Symposium on Networks-on-Chip (NOCS)
Oct. 2017

Adaptive Manycore Architectures for Big Data Computing
Seoul, Korea
The International Symposium on Networks-on-Chip (NOCS)
Oct. 2017

Proving Flow Security of Sequential Logic via Automatically-Synthesized Relational Invariants
Santa Barbara, CA
Computer Security Foundations Symposium (CSF)
Aug. 2017

OpenSMART: Single-cylce Multi-hop NoC Generator in BSV and Chisel
Santa Rosa, CA
International Symposium on Performance Analysis of Systems and Software (ISPASS)
Aug. 2017

Talks in Industry

Understanding Dataflows in DNN Accelerators and Modeling Them with MAESTRO
Online Talk
Sandia National Lab
Dec. 2019

Understanding Dataflows in DNN Accelerators
Menlo Park, California
Facebook
Jun. 2019

An Open Source Framework for Exploring Dataflow and Generating DNN Accelerators Supporting Flexible Dataflow
Yorktown Heights, NY
IBM Research
Nov. 2018

A Communication-driven Approach to Design Flexible DNN Accelerators
Online Talk
Western Digital
Sep. 2018

Cost-benefit Analysis of Application Mappings Strategies in Accelerators
Westford, MA
NVIDIA
Aug. 2018

Optimizing Networks-on-Chip for Deep Learning Accelerators using Micro Switches
Westford, MA
NVIDIA
Aug. 2017

Automatic Generation of Low-latency Networks-on-Chip
Framingham, MA
Bluespec Inc.
Jul. 2017

Talks at Universities (other than Georgia Tech)

Understanding Reuse, Performance, and Hardware Cost of DNN Accelerator Dataflows
Online Invited Talk – AI Seminar Series
Pohang University of Science and Technology (Postech)
Aug. 2020

Understanding Reuse, Performance, and Hardware Cost of DNN Accelerator Dataflows
Seoul, Korea
Seoul National University (SNU)
Jan. 2020

Modeling and Analyzing Dataflows in DNN Accelerators
Tokyo, Japan
Tokyo City University
Dec. 2018

An Open Source Framework for Generating Modular DNN Accelerators
Supporting Flexible Dataflow
Cambridge, MA
Massachusetts Institute of Technology (MIT)
Jul. 2018

A Communication-driven Approach to Design Flexible DNN Accelerators
Pittsburgh, PA
Carnegie Mellon University (CMU)
May. 2018

Designing CNN Accelerators using Bluespec System Verilog
Seoul, Korea
A three-day course for undergraduate students at Seoul National University (SNU)
Dec. 2017
[Slides_Day1][Slides_Day2][Slides_Day3][Lab_Code]

Light-weight and high-performance NoC for DNN Accelerators
Seoul, Korea
Konkuk University
Oct. 2017

Tutorials / Demos

MAERI: An open Source Framework for Generating Modular DNN Accelerators supporting Flexible Dataflow
Washington, D.C.
A tutorial in International Symposium on High-Performance Compute Architecture (HPCA)
Feb. 2019 [Tutorial web page]

MAERI: An open Source Framework for Generating Modular DNN Accelerators supporting Flexible Dataflow
Los Angeles, CA
A tutorial in International Symposium on Compute Architecture (ISCA)
Jun. 2018 [Tutorial web page]

MAESTRO: An Opensource Infrastructure for Modeling Dataflows within Deep Learning Accelerators
Williamsburg, VA
Workshop on Cognitive Architectures (CogArch)
Mar. 2018

OpenSMART: An Opensource Single-cycle Multi-hop NoC Generator
Denver, CO
Workshop on Open Source Supercomputing  (OpenSuCo)
Nov. 2017