Publications

Preprint Sifan Ye, Ting Wu, Michael Jarvis, Yuhao Zhu
Digital Reconstruction of Elmina Castle for Mobile Virtual Reality via Point-based Detail Transfer
[code]
Preprint Yu Feng, Patrick Hansen, Paul N. Whatmough, Guoyu Lu, Yuhao Zhu
A LiDAR-Guided Framework for Video Enhancement
[code]
Applied Optics 2021 Carlos Mauricio Villegas Burgos, Tianqi Yang, Nick Vamivakas, Yuhao Zhu
Design Framework for Metasurface Optics-based Convolutional Neural Networks
[supplemental]
RTAS 2021 Shaoshan Liu, Bo Yu, Yahui Liu, Kunai Zhang, Yisong Qiao, Thomas Yuang Li, Jie Tang, Yuhao Zhu
Brief Industry Paper: The Matter of Time — A General and Efficient System for Precise Sensor Synchronization in Robotic Computing
[talk]
[slides]
HPCA 2021 Yiming Gan, Bo Yu, Boyuan Tian, Leimeng Xu, Wei Hu, Shaoshan Liu, Qiang Liu, Yanjun Zhang, Jie Tang, Yuhao Zhu
Eudoxus: Characterizing and Accelerating Localization in Autonomous Machines
[talk]
[slides]
MICRO 2020 Yu Feng, Boyuan Tian, Tiancheng Xu, Paul Whatmough, Yuhao Zhu
Mesorasi: Architecture Support for Point Cloud Analytics via Delayed-Aggregation
[talk]
[slides]
[code]
MICRO 2020 Bo Yu, Wei Hu, Leimeng Xu, Jie Tang, Shaoshan Liu, Yuhao Zhu
Building the Computing System for Autonomous Micromobility Vehicles: Design Constraints and Architectural Optimizations
[talk]
[slides]
MICRO 2020 Yiming Gan, Yuxian Qiu, Jingwen Leng, Minyi Guo, Yuhao Zhu
Ptolemy: Architecture Support for Robust Deep Learning
[talk]
[slides]
[code]
IROS 2020 Yu Feng, Shaoshan Liu, Yuhao Zhu
Real-Time Spatio-Temporal LiDAR Point Cloud Compression
[talk]
[slides]
[code]
CVPR 2020 Haichuan Yang, Shupeng Gui, Yuhao Zhu, Ji Liu
Automatic Neural Network Compression by Sparsity-Quantization Joint Learning: A Constrained Optimization-based Approach
[teaser talk]
[slides]
[code]
SC 2020 Cong Guo, Bo Yang Hsueh, Jingwen Leng, Yuxian Qiu, Yue Guan, Zehuan Wang, Xiaoying Jia, Xipeng Li, Minyi Guo, Yuhao Zhu
Accelerating Sparse DNN Models Without Hardware-Support via Tile-wise Sparsity
[slides]
[code]
PACT 2020 Yiming Gan, Yuxian Qiu, Lele Chen, Jingwen Leng, Yuhao Zhu
Low-Latency Proactive Continuous Vision
★ Best Paper Nominee
[talk]
[slides]
ISPASS 2020 Anand Samajdar, J. Joseph, Yuhao Zhu, Paul Whatmough, Matt Mattina, Tushar Krishna
A Systematic Methodology for Characterizing Scalability of DNN Accelerators using SCALE-Sim
[code]
IEEE Micro 2020 Yue Leng, Jian Huang, Chi-Chun Chen, Qiuyue Sun, Yuhao Zhu
Energy-Efficient Video Processing for Virtual Reality
DAC 2020 Cong Guo, Yangjie Zhou, Jingwen Leng, Yuhao Zhu, Zidong Du, Quan Chen, Chao Li, Bin Yao, Minyi Guo
Balancing Efficiency and Flexibility for DNN Acceleration via Temporal GPU-Systolic Array Integration
[slides]
FPGA 2020 Qiuyue Sun, Amir Taherin, Yawo Siatitse, Yuhao Zhu
Energy-Efficient 360-Degree Video Rendering on FPGA via Algorithm-Architecture Co-Design
[slides]
Frameless (Demo) 2019 Daniel K. Nikolov, Sifan Ye, Sydney Dlhopolsky, Zhen Bai, Yuhao Zhu, Jannick P. Rolland
Hyperion: A 3D Visualization Platform for Optical Design of Folded Systems
[teaser demo]
MICRO 2019 Yu Feng, Paul Whatmough, Yuhao Zhu
ASV: Accelerated Stereo Vision System
[slides]
[teaser slides]
[algorithm]
[optimizer]
MICRO 2019 Tiancheng Xu*, Boyuan Tian*, Yuhao Zhu (* Co-primary authors)
Tigris: Architecture and Algorithms for 3D Perception in Point Clouds
★ Best Paper Nominee
[slides]
[teaser slides]
[code]
ISCA 2019 Yu Feng, Yuhao Zhu
PES: Proactive Event Scheduling for Responsive and Energy-Efficient Mobile Web Computing
[slides]
[teaser talk]
ISCA 2019 Yue Leng*, Chi-chun Chen*, Qiuyue Sun, Jian Huang, Yuhao Zhu (* Co-primary authors)
Energy-Efficient Video Processing for Virtual Reality
★ IEEE Micro Top Picks from Computer Architecture Conferences in 2019
[slides]
[teaser talk]
ICLR 2019 Haichuan Yang, Yuhao Zhu, Ji Liu
Energy-Constrained Compression for Deep Neural Networks via Weighted Sparse Projection and Layer Input Masking
[poster]
[code]
CVPR 2019 Haichuan Yang, Yuhao Zhu, Ji Liu
ECC: Platform-Independent Energy-Constrained Deep Neural Network Compression via a Bilinear Regression Model
[poster]
[code] [supplemental]
CVPR 2019 Yuxian Qiu, Jingwen Leng, Cong Guo, Quan Chen, Chao Li, Minyi Guo, Yuhao Zhu
Adversarial Defense Through Network Profiling Based Path Extraction
[poster]
[supplemental]
CAL 2019 Yiming Gan, Yuxian Qiu, Jingwen Leng, Yuhao Zhu
SVSoC: Speculative Vision Systems-on-a-Chip
VEE 2019 Wenzhi Cui, Daniel Richins, Yuhao Zhu, Vijay Janapa Reddi
Tail Latency in Node.js: Energy Efficient Turbo Boosting for Long Latency Requests in Event-Driven Web Services
[slides]
ISPASS 2019 Yu Wang, Yuhao Zhu, Glenn Ko, Brandon Reagen, Gu-Yeon Wei, David Brooks
Demystifying Bayesian Inference Workloads
[benchmark]
ISCA 2018 Yuhao Zhu, Anand Samajdar, Matthew Mattina, Paul Whatmough
Euphrates: Algorithm-SoC Co-Design for Low-Power Mobile Continuous Vision
★ IEEE Micro Top Picks from Computer Architecture Conferences in 2018 (Honorable Mention)
[summary]
[slides]
[teaser talk]
APSys 2018 Yue Leng*, Chi-chun Chen*, Qiuyue Sun, Jian Huang, Yuhao Zhu (* Co-primary authors)
Semantic-Aware Virtual Reality Video Streaming
IPDPS 2018 Yuwei Hu, Jidong Zhai, Dinghua Li, Yifan Gong, Yuhao Zhu, Wei Liu, Lei Su, Jiangming Jin
BitFlow: Exploiting Vector Parallelism for Binary Neural Networks on CPU
SysML 2018 Yuhao Zhu, Matthew Mattina, Paul Whatmough
Mobile Machine Learning Hardware at ARM: A Systems-on-Chip (SoC) Perspective
arXiv 2018 Yuhao Zhu, Gu-Yeon Wei, David Brooks
Cloud No Longer a Silver Bullet, Edge to the Rescue

Before 2018

TOCS 2017 Yuhao Zhu, Vijay Janapa Reddi
Optimizing General-Purpose CPUs for Energy-Efficient Mobile Web Computing
IEEE Micro 2017 Yuhao Zhu, Vijay Janapa Reddi
Cognitive Computing Safety: The New Horizon for Reliability
CACM 2017 Peter Bailis, Jean Yang, Vijay Janapa Reddi, Yuhao Zhu
Research for Practice: Web Security and Mobile Web Computing
[mobileweb]
Dissertation 2017 Yuhao Zhu
Energy-Efficient Mobile Web Computing
★ Honorable Mention of the ACM SIGARCH/IEEE-CS TCCA Outstanding Dissertation Award
[slides]
[proposal]
PLDI 2016 Yuhao Zhu, Vijay Janapa Reddi
GreenWeb: Language Extensions for Energy-Efficient Mobile Web Computing
[code]
[talk]
[slides]
HPCA 2016 Matthew Halpern, Yuhao Zhu, Vijay Janapa Reddi
Mobile CPU’s Rise to Power: Quantifying the Impact of Generational Mobile CPU Design Trends on Performance, Energy, and User Satisfaction
[summary]
[slides]
[data]
ACM Queue 2016 Jean Yang, Vijay Janapa Reddi, Yuhao Zhu, Peter Bailis
Research for Practice: Web Security and Mobile Web Computing
★ Invited Article to the "Research for Practice" (RfP) Column
MICRO 2015 Yuhao Zhu, Daniel Richins, Matthew Halpern, Vijay Janapa Reddi
Microarchitectural Implications of Event-driven Server-side Web Applications
★ IEEE Micro Top Picks from Computer Architecture Conferences in 2015 (Honorable Mention)
[benchmark]
[summary]
[slides]
[teaser slides]
HPCA 2015 Yuhao Zhu, Matthew Halpern, Vijay Janapa Reddi
Event-Based Scheduling for Energy-Efficient QoS (eQoS) in Mobile Web Applications
[slides]
ISPASS 2015 Matthew Halpern, Yuhao Zhu, Ramesh Peri, Vijay Janapa Reddi
Mosaic: Cross-Platform User-Interaction Record and Replay for the Fragmented Android Ecosystem
[slides]
[code]
IEEE Micro 2015 Yuhao Zhu, Matthew Halpern, Vijay Janapa Reddi
The Role of the CPU in Energy-Efficient Mobile Web Browsing
ISCA 2014 Yuhao Zhu, Matthew Halpern, Vijay Janapa Reddi
WebCore: Architectural Support for Mobile Web Browsing
[summary]
[slides]
[teaser slides]
IRPS 2014 Chen Zhou, Xiaofei Wang, Weichao Xu, Yuhao Zhu, Vijay Janapa Reddi, Chris Kim
Estimation of Instantaneous Frequency Fluctuation in a Fast DVFS Environment Using an Empirical BTI Stress-Relaxation Model
HPCA 2013 Yuhao Zhu, Vijay Janapa Reddi
High-Performance and Energy-Efficient Mobile Web Browsing on Big/Little Systems
[summary]
[slides]
CAL 2012 Yuhao Zhu, Aditya Srikanth, Jingwen Leng, Vijay Janapa Reddi
Exploiting Webpage Characteristics for Energy-Efficient Mobile Web Browsing
★ Best of Computer Architecture Letters Award for 2014
[slides]
DAC 2011 Yuhao Zhu, Yangdong Deng, Yubei Chen
Hermes: An Integrated CPU/GPU Microarchitecture for IP Routing
[slides]
[tech report]
TODAES 2011 Yuhao Zhu, Bo Wang, Yangdong Deng
Massively Parallel Logic Simulation with GPUs
DAC 2011 Bo Wang, Yuhao Zhu, Yangdong Deng
Distributed Time, Conservative Parallel Logic Simulation on GPUs
[slides]