Lifeng Nai

ORCID

Publication Activity (10 Years)

Years Active: 2013-2023
Publications (10 Years): 17

Top Venues

Georgia Institute of Technology, Atlanta, GA, USA (PHD)

Education History

Georgia Institute of Technology, Atlanta, GA, USA

PHD

Publications

Yuqi Xue, Yiqi Liu, Lifeng Nai, Jian Huang
V10: Hardware-Assisted NPU Multi-tenancy for Improved Resource Utilization and Fairness. ISCA (2023)
Norman P. Jouppi, George Kurian, Sheng Li, Peter C. Ma, Rahul Nagarajan, Lifeng Nai, Nishant Patil, Suvinay Subramanian, Andy Swing, Brian Towles, Cliff Young, Xiang Zhou, Zongwei Zhou, David A. Patterson
TPU v4: An Optically Reconfigurable Supercomputer for Machine Learning with Hardware Support for Embeddings. CoRR (2023)
Norman P. Jouppi, George Kurian, Sheng Li, Peter C. Ma, Rahul Nagarajan, Lifeng Nai, Nishant Patil, Suvinay Subramanian, Andy Swing, Brian Towles, Clif Young, Xiang Zhou, Zongwei Zhou, David A Patterson
TPU v4: An Optically Reconfigurable Supercomputer for Machine Learning with Hardware Support for Embeddings. ISCA (2023)
Cheng Fu, Hanxian Huang, Zixuan Jiang, Yun Ni, Lifeng Nai, Gang Wu, Liqun Cheng, Yanqi Zhou, Sheng Li, Andrew Li, Jishen Zhao
TripLe: Revisiting Pretrained Model Reuse and Progressive Learning for Efficient Vision Transformer Scaling and Searching. ICCV (2023)
Tianqi Tang, Sheng Li, Lifeng Nai, Norman P. Jouppi, Yuan Xie
NeuroMeter: An Integrated Power, Area, and Timing Modeling Framework for Machine Learning Accelerators Industry Track Paper. HPCA (2021)
Alexandru Iosup, Ahmed Musaafir, Alexandru Uta, Arnau Prat-Pérez, Gábor Szárnyas, Hassan Chafi, Ilie Gabriel Tanase, Lifeng Nai, Michael J. Anderson, Mihai Capota, Narayanan Sundaram, Peter A. Boncz, Siegfried Depner, Stijn Heldens, Thomas Manhardt, Tim Hegeman, Wing Lung Ngai, Yinglong Xia
The LDBC Graphalytics Benchmark. CoRR (2020)
Lifeng Nai, Ramyad Hadidi, He Xiao, Hyojong Kim, Jaewoong Sim, Hyesoon Kim
Thermal-aware processing-in-memory instruction offloading. J. Parallel Distributed Comput. 130 (2019)
Lifeng Nai, Ramyad Hadidi, He Xiao, Hyojong Kim, Jaewoong Sim, Hyesoon Kim
CoolPIM: Thermal-Aware Source Throttling for Efficient PIM Instruction Offloading. IPDPS (2018)
Hyojong Kim, Ramyad Hadidi, Lifeng Nai, Hyesoon Kim, Nuwan Jayasena, Yasuko Eckert, Onur Kayiran, Gabriel H. Loh
CODA: Enabling Co-location of Computation and Data for Multiple GPU Systems. ACM Trans. Archit. Code Optim. 15 (3) (2018)
Hyojong Kim, Ramyad Hadidi, Lifeng Nai, Hyesoon Kim, Nuwan Jayasena, Yasuko Eckert, Onur Kayiran, Gabriel H. Loh
CODA: Enabling Co-location of Computation and Data for Near-Data Processing. CoRR (2017)
Ramyad Hadidi, Lifeng Nai, Hyojong Kim, Hyesoon Kim
CAIRO: A Compiler-Assisted Technique for Enabling Instruction-Level Offloading of Processing-In-Memory. ACM Trans. Archit. Code Optim. 14 (4) (2017)
Lifeng Nai, Yinglong Xia, Ilie Gabriel Tanase, Hyesoon Kim
Exploring big graph computing - An empirical study from architectural perspective. J. Parallel Distributed Comput. 108 (2017)
Jen-Cheng Huang, Lifeng Nai, Pranith Kumar, Hyojong Kim, Hyesoon Kim
SimProf: A Sampling Framework for Data Analytic Workloads. IPDPS (2017)
Lifeng Nai, Ramyad Hadidi, Jaewoong Sim, Hyojong Kim, Pranith Kumar, Hyesoon Kim
GraphPIM: Enabling Instruction-Level PIM Offloading in Graph Computing Frameworks. HPCA (2017)
Qingsong Wen, Ren Chen, Lifeng Nai, Li Zhou, Yinglong Xia
Finding Top K Shortest Simple Paths with Improved Space Efficiency. GRADES@SIGMOD/PODS (2017)
Alexandru Iosup, Tim Hegeman, Wing Lung Ngai, Stijn Heldens, Arnau Prat-Pérez, Thomas Manhardt, Hassan Chafi, Mihai Capota, Narayanan Sundaram, Michael J. Anderson, Ilie Gabriel Tanase, Yinglong Xia, Lifeng Nai, Peter A. Boncz
LDBC Graphalytics: A Benchmark for Large-Scale Graph Analysis on Parallel and Distributed Platforms. Proc. VLDB Endow. 9 (13) (2016)
Pranith Kumar, Lifeng Nai, Hyesoon Kim
Analyzing Consistency Issues in HMC Atomics. MEMSYS (2016)
Lifeng Nai, Hyesoon Kim
Instruction Offloading with HMC 2.0 Standard: A Case Study for Graph Traversals. MEMSYS (2015)
Lifeng Nai, Yinglong Xia, Ilie Gabriel Tanase, Hyesoon Kim, Ching-Yung Lin
GraphBIG: understanding graph computing in the context of industrial solutions. SC (2015)
Yinglong Xia, Lifeng Nai, Jui-Hsin Lai
Towards Balance-Affinity Tradeoff in Concurrent Subgraph Traversals. IPDPS (2015)
Yinglong Xia, Jui-Hsin Lai, Lifeng Nai, Ching-Yung Lin
Concurrent image query using local random walk with restart on large scale graphs. ICME Workshops (2014)
Yinglong Xia, Ilie Gabriel Tanase, Lifeng Nai, Wei Tan, Yanbin Liu, Jason Crawford, Ching-Yung Lin
Graph analytics and storage. IEEE BigData (2014)
Jen-Cheng Huang, Lifeng Nai, Hyesoon Kim, Hsien-Hsin S. Lee
TBPoint: Reducing Simulation Time for Large-Scale GPGPU Kernels. IPDPS (2014)
Ilie Gabriel Tanase, Yinglong Xia, Lifeng Nai, Yanbin Liu, Wei Tan, Jason Crawford, Ching-Yung Lin
A Highly Efficient Runtime and Graph Library for Large-Scale Graph Analytics. GRADES (2014)
Lifeng Nai, Yinglong Xia, Ching-Yung Lin, Bo Hong, Hsien-Hsin S. Lee
Cache-conscious graph collaborative filtering on multi-socket multicore systems. Conf. Computing Frontiers (2014)
Lifeng Nai, Hsien-Hsin S. Lee
Reducing False Transactional Conflicts with Speculative Sub-Blocking State - An Empirical Study for ASF Transactional Memory System. IPDPS Workshops (2013)

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Publication Activity (10 Years)

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Lifeng Nai