Research Interests
I currently conduct research in hybrid continuous-discrete computing. I am part of a team that is working to develop an architecture that would process real-world sensory input and solve systems of differential equations at higher speed and lower energy cost. Applications of such an architecture abound in computational robotics and simulations of physical models.
Publications
- Yipeng Huang, Ning Guo, Mingoo Seok, Yannis Tsividis, Kyle Mandli, and Simha Sethumadhavan, “Hybrid Analog-Digital Solution of Nonlinear Partial Differential Equations,” 2017 IEEE/ACM International Symposium on Microarchitecture (MICRO), Boston, MA, 2017 [LIGHTNING] [SLIDES]
- Yipeng Huang, Ning Guo, Mingoo Seok, Yannis Tsividis, and Simha Sethumadhavan, “Analog Computing in a Modern Context: A Linear Algebra Accelerator Case Study,” IEEE Micro, Top Picks Special Issue, May/June 2017 [PDF]
- Yipeng Huang, Ning Guo, Mingoo Seok, Yannis Tsividis, Simha Sethumadhavan,“Evaluation of an Analog Accelerator,” IEEE International Symposium on Computer Architecture (ISCA), 2016 [PDF] [SLIDES]
- Ning Guo, Yipeng Huang, Tao Mai, Sharvil Patil, Chi Cao, Mingoo Seok, Simha Sethumadhavan, Yannis Tsividis, “Low-Energy Hybrid Analog/Digital Approximate Computation in Continuous Time,” IEEE Journal of Solid-State Circuits (JSSC), 2016
- Ning Guo, Yipeng Huang, Tao Mai, Sharvil Patil, Chi Cao, Mingoo Seok, Simha Sethumadhavan, Yannis Tsividis, “Continuous-Time Hybrid Computation with Programmable Nonlinearities,” European Solid-State Circuits Conference (ESSCIRC), 2015
- Jonathan Weisz, Yipeng Huang, Florian Hans Michael Lier, Simha Sethumadhavan, Peter Allen, “RoboBench: Towards Sustainable Robotics System Benchmarking,” International Conference on Robotics and Automation (ICRA), 2016
- Simha Sethumadhavan, Adam Waksman, Matthew Suozzo, Yipeng Huang, and Julianna Eum. 2015. Trustworthy hardware from untrusted components. Commun. ACM 58, 9 (August 2015), 60-71. DOI=http://dx.doi.org/10.1145/2699412
- full list
Office
467 CSB
Mail Address
Yipeng Huang
450 Computer Science Building
1214 Amsterdam Avenue, Mailcode: 0401
New York, New York 10027-7003