About Me

I am a PhD candidate in Computer Science and Engineering at the University of Washington advised by Mark Oskin and Luis Ceze. I received my Bachelor of Science in Electrical Engineering and Computer Science (EECS) from the University of California, Berkeley in 2013. My research is supported by Oracle Labs and two Qualcomm Innovation Fellowships. I will be on the industry job market starting in the fall.

I am broadly interested in computer architecture and how we can codesign hardware and software to accelerate machine learning, computer vision, and emerging workloads. I strongly believe that the most interesting work in computer architecture actually lies at the boundary between architecture and other disciplines within computer science and engineering. In particular, I am interested in how we leverage heterogeneous computing platforms such as FPGAs, and GPUs, and emerging technologies such as near data processing and stochastic computing to create opportunities for orders of magnitude performance and energy efficiency improvements.

Resume: [Link]

Teaching

CSE390E: Electronics Disassembly Seminar - University of Washington
Autumn 2016 [Link]

CSEP548: Computer Architecture - University of Washington
Autumn 2015 [Link]

CSE467: Advanced Logic - University of Washington
Winter 2015 [Link]

CSE352: Hardware Design and Implementation - University of Washington
Autumn 2013 [Link]

CS150: Components and Design Techniques for Digital Systems - University of California, Berkeley
Fall 2012 [Link]
Spring 2013 [Link]

Awards

Qualcomm Innovation Fellowship Winner 2017
Program Synthesis for Domain Specific Reconfigurable Accelerators
Max Willsey, Vincent Lee, Luis Ceze, Rastislav Bodik, Alvin Cheung

Qualcomm Innovation Fellowship Winner 2015
Systems and Architecture Support for Large-Scale Video Search
Carlo C. del Mundo, Vincent Lee, Luis Ceze, Mark Oskin

Publications

Max Willsey, Vincent T. Lee, Alvin Cheung, Rastislav Bodik, Luis Ceze. "Iterative Search for Reconfigurable Accelerator Blocks with a Compiler in the Loop" (Full Paper). To Appear in Transactions on Computer-Aided Design of Circuits and Systems (TCAD).

Vincent T. Lee, Armin Alaghi, Rajesh Pamula, Visvesh S. Sathe, Luis Ceze, Mark Oskin. "Architecture Considerations for Stochastic Computing Accelerators" (Full Paper). To Appear in Transactions on Computer-Aided Design of Circuits and Systems (TCAD) 2018 as part of the Embedded Systems Week Special Issue. [Link]

Vincent T. Lee, Amrita Mazumdar, Carlo C. del Mundo, Armin Alaghi, Luis Ceze, Mark Oskin. "Application Codesign of Near-Data Processing for Similarity Search" (Full Paper). International Parallel and Distributed Processing Symposium (IPDPS) 2018. [Link]

Vincent T. Lee, Armin Alaghi, Luis Ceze. "Correlation Manipulating Circuits for Stochastic Computing" (Full Paper). Design, Automation and Test in Europe (DATE) 2018. [Link][Bibtex]

Vincent T. Lee, Justin Kotalik, Carlo C. del Mundo, Armin Alaghi, Luis Ceze, Mark Oskin. "Similarity Search on Automata Processors" (Full Paper). International Parallel and Distributed Processing Symposium (IPDPS) 2017. [Link][Bibtex]

Vincent T. Lee, Armin Alaghi, John P. Hayes, Visvesh Sathe, Luis Ceze. "Energy-Efficient Hybrid Stochastic-Binary Neural Networks for Near-Sensor Computing" (Full Paper). Design, Automation and Test in Europe (DATE) 2017. [Link][Bibtex]

Carlo C. del Mundo, Vincent T. Lee, Luis Ceze, Mark Oskin. "NCAM: Near-Data Processing for Nearest Neighbor Search" (Extended Abstract). International Symposium on Memory Systems (MEMSYS), 2015. [Link][Bibtex]

Vincent Lee, Jennifer Monski, Winthrop Williams, Bharathwaj Muthuswamy, Tom Swiontek, Michel Maharbiz, Vivek Subramanian, Ferenc Kovac. “A Mixed Signal EEG Interface Circuit For Use In First Year Electronics Courses”. International Symposium On Circuits and Systems (ISCAS), 2012. [Link][Bibtex]

Workshop Papers and Technical Reports

Vincent T. Lee, Armin Alaghi, Luis Ceze, Mark Oskin. "Stochastic Synthesis for Stochastic Computing" (Full Paper - preprint). Available on arXiv, October 2018. [Link]

Vincent T. Lee, Amrita Mazumdar, Carlo C. del Mundo, Armin Alaghi, Luis Ceze, Mark Oskin. "Application-Driven Near-Data Processing for Similarity Search" (Full Paper - preprint). Available on arXiv, July 2017. [Link][Bibtex]

Vincent T. Lee, Luis Ceze, Mark Oskin. "Paperscope: Chronicling the History of Computer Architecture Research" (Technical Report). Technical Report UW-CSE-16-05-01, 2016. Featured in Architecture 2030 Workshop. [Link][Bibtex]

Vincent T. Lee, Carlo C. del Mundo, Eddie Yan, Armin Alaghi, Mark Oskin, Luis Ceze. "An Evaluation of Contemporary Heterogeneous Computing Platforms for Data Intensive Applications" (Short Paper). Fourth Workshop on Efficient Data Center Systems (EDCS), 2016 [Link]

Vincent T. Lee, Jacob Nelson, Mark Oskin, Luis Ceze. "A 10G NetFPGA Prototype for In-Network Aggregation" (Extended Abstract). Workshop on Architectural Research Prototyping (WARP), 2015. [Link][Bibtex]

What I do in my "free time"

As many people say, Seattle is a great place to go and stuff yourself, so every week or so a few of us go out to the rumored best places around town and stuff ourselves. If you know of any awesome places around town that you think are S tier food establishments, I'm always looking for suggestions.


Contact Information
Email: vlee2 {at} cs {dot} washington {dot} edu
Mailbox:
Department of Computer Science and Engineering
University of Washington
Box 352350
Seattle, WA 98195-2350
Vincent Lee
Graduate Student