Changkyu Kim

Publication Activity (10 Years)

Years Active: 2002-2022
Publications (10 Years): 11

Top Topics

Inference Process

Wireless Networks

Top Venues

ICS 25th Anniversary

Publications

Zhongyi Lin, Louis Feng, Ehsan K. Ardestani, Jaewon Lee, John Lundell, Changkyu Kim, Arun Kejariwal, John D. Owens
Building a Performance Model for Deep Learning Recommendation Model Training on GPUs. ISPASS (2022)
Zhongyi Lin, Louis Feng, Ehsan K. Ardestani, Jaewon Lee, John Lundell, Changkyu Kim, Arun Kejariwal, John D. Owens
Building a Performance Model for Deep Learning Recommendation Model Training on GPUs. CoRR (2022)
Zhongyi Lin, Louis Feng, Ehsan K. Ardestani, Jaewon Lee, John Lundell, Changkyu Kim, Arun Kejariwal, John D. Owens
Building a Performance Model for Deep Learning Recommendation Model Training on GPUs. HIPC (2022)
Ehsan K. Ardestani, Changkyu Kim, Seung Jae Lee, Luoshang Pan, Jens Axboe, Valmiki Rampersad, Banit Agrawal, Fuxun Yu, Ansha Yu, Trung Le, Hector Yuen, Dheevatsa Mudigere, Shishir Juluri, Akshat Nanda, Manoj Wodekar, Krishnakumar Nair, Maxim Naumov, Chris Petersen, Mikhail Smelyanskiy, Vijay Rao
Supporting Massive DLRM Inference through Software Defined Memory. ICDCS (2022)
Michael J. Anderson, Benny Chen, Stephen Chen, Summer Deng, Jordan Fix, Michael Gschwind, Aravind Kalaiah, Changkyu Kim, Jaewon Lee, Jason Liang, Haixin Liu, Yinghai Lu, Jack Montgomery, Arun Moorthy, Nadathur Satish, Sam Naghshineh, Avinash Nayak, Jongsoo Park, Chris Petersen, Martin Schatz, Narayanan Sundaram, Bangsheng Tang, Peter Tang, Amy Yang, Jiecao Yu, Hector Yuen, Ying Zhang, Aravind Anbudurai, Vandana Balan, Harsha Bojja, Joe Boyd, Matthew Breitbach, Claudio Caldato, Anna Calvo, Garret Catron, Sneh Chandwani, Panos Christeas, Brad Cottel, Brian Coutinho, Arun Dalli, Abhishek Dhanotia, Oniel Duncan, Roman Dzhabarov, Simon Elmir, Chunli Fu, Wenyin Fu, Michael Fulthorp, Adi Gangidi, Nick Gibson, Sean Gordon, Beatriz Padilla Hernandez, Daniel Ho, Yu-Cheng Huang, Olof Johansson, Shishir Juluri, et al.
First-Generation Inference Accelerator Deployment at Facebook. CoRR (2021)
Zhaoxia Deng, Jongsoo Park, Ping Tak Peter Tang, Haixin Liu, Jie Yang, Hector Yuen, Jianyu Huang, Daya Shanker Khudia, Xiaohan Wei, Ellie Wen, Dhruv Choudhary, Raghuraman Krishnamoorthi, Carole-Jean Wu, Nadathur Satish, Changkyu Kim, Maxim Naumov, Sam Naghshineh, Mikhail Smelyanskiy
Low-Precision Hardware Architectures Meet Recommendation Model Inference at Scale. IEEE Micro 41 (5) (2021)
Ehsan K. Ardestani, Changkyu Kim, Seung Jae Lee, Luoshang Pan, Valmiki Rampersad, Jens Axboe, Banit Agrawal, Fuxun Yu, Ansha Yu, Trung Le, Hector Yuen, Shishir Juluri, Akshat Nanda, Manoj Wodekar, Dheevatsa Mudigere, Krishnakumar Nair, Maxim Naumov, Chris Peterson, Mikhail Smelyanskiy, Vijay Rao
Supporting Massive DLRM Inference Through Software Defined Memory. CoRR (2021)
Zhaoxia Deng, Jongsoo Park, Ping Tak Peter Tang, Haixin Liu, Jie Yang, Hector Yuen, Jianyu Huang, Daya Shanker Khudia, Xiaohan Wei, Ellie Wen, Dhruv Choudhary, Raghuraman Krishnamoorthi, Carole-Jean Wu, Nadathur Satish, Changkyu Kim, Maxim Naumov, Sam Naghshineh, Mikhail Smelyanskiy
Low-Precision Hardware Architectures Meet Recommendation Model Inference at Scale. CoRR (2021)
Maxim Naumov, John Kim, Dheevatsa Mudigere, Srinivas Sridharan, Xiaodong Wang, Whitney Zhao, Serhat Yilmaz, Changkyu Kim, Hector Yuen, Mustafa Ozdal, Krishnakumar Nair, Isabel Gao, Bor-Yiing Su, Jiyan Yang, Mikhail Smelyanskiy
Deep Learning Training in Facebook Data Centers: Design of Scale-up and Scale-out Systems. CoRR (2020)
Jaewon Lee, Changkyu Kim, Kun Lin, Liqun Cheng, Rama Govindaraju, Jangwoo Kim
WSMeter: A Performance Evaluation Methodology for Google's Production Warehouse-Scale Computers. ASPLOS (2018)
Yingyi Bu, Felix Halim, Changkyu Kim, Hongrae Lee, Jayant Madhavan
Using SSDs to scale up Google Fusion Tables, a database-in-the-cloud. ICDE (2016)
Nadathur Satish, Changkyu Kim, Jatin Chhugani, Hideki Saito, Rakesh Krishnaiyer, Mikhail Smelyanskiy, Milind Girkar, Pradeep Dubey
Can traditional programming bridge the ninja performance gap for parallel computing applications? Commun. ACM 58 (5) (2015)
Changkyu Kim, Russell Ford, Sundeep Rangan
Joint interference and user association optimization in cellular wireless networks. ACSSC (2014)
Jaehyuk Huh, Changkyu Kim, Hazim Shafi, Lixin Zhang, Doug Burger, Stephen W. Keckler
Author retrospective for a NUCA substrate for flexible CMP cache sharing. ICS 25th Anniversary (2014)
Changkyu Kim, Russell Ford, Yanjia Qi, Sundeep Rangan
Joint Interference and User Association Optimization in Cellular Wireless Networks CoRR (2013)
Russell Ford, Changkyu Kim, Sundeep Rangan
Opportunistic third-party backhaul for cellular wireless networks. ACSSC (2013)
Russell Ford, Changkyu Kim, Sundeep Rangan
Opportunistic Third-Party Backhaul for Cellular Wireless Networks CoRR (2013)
Richard M. Yoo, Christopher J. Hughes, Changkyu Kim, Yen-Kuang Chen, Christos Kozyrakis
Locality-aware task management for unstructured parallelism: a quantitative limit study. SPAA (2013)
Nadathur Satish, Changkyu Kim, Jatin Chhugani, Pradeep Dubey
Large-scale energy-efficient graph traversal: a path to efficient data-intensive supercomputing. SC (2012)
Nadathur Satish, Changkyu Kim, Jatin Chhugani, Hideki Saito, Rakesh Krishnaiyer, Mikhail Smelyanskiy, Milind Girkar, Pradeep Dubey
Can traditional programming bridge the Ninja performance gap for parallel computing applications? ISCA (2012)
Jatin Chhugani, Nadathur Satish, Changkyu Kim, Jason Sewall, Pradeep Dubey
Fast and Efficient Graph Traversal Algorithm for CPUs: Maximizing Single-Node Efficiency. IPDPS (2012)
Victor C. Valgenti, Jatin Chhugani, Yan Sun, Nadathur Satish, Min Sik Kim, Changkyu Kim, Pradeep Dubey
GPP-Grep: High-Speed Regular Expression Processing Engine on General Purpose Processors. RAID (2012)
Jatin Chhugani, Changkyu Kim, Hemant Shukla, Jongsoo Park, Pradeep Dubey, John Shalf, Horst D. Simon
Billion-particle SIMD-friendly two-point correlation on large-scale HPC cluster systems. SC (2012)
Venkatraman Govindaraju, Chen-Han Ho, Tony Nowatzki, Jatin Chhugani, Nadathur Satish, Karthikeyan Sankaralingam, Changkyu Kim
DySER: Unifying Functionality and Parallelism Specialization for Energy-Efficient Computing. IEEE Micro 32 (5) (2012)
Changkyu Kim, Jongsoo Park, Nadathur Satish, Hongrae Lee, Pradeep Dubey, Jatin Chhugani
CloudRAMSort: fast and efficient large-scale distributed RAM sort on shared-nothing cluster. SIGMOD Conference (2012)
Jason Sewall, Jatin Chhugani, Changkyu Kim, Nadathur Satish, Pradeep Dubey
PALM: Parallel Architecture-Friendly Latch-Free Modifications to B+ Trees on Many-Core Processors. Proc. VLDB Endow. 4 (11) (2011)
Changkyu Kim, Jatin Chhugani, Nadathur Satish, Eric Sedlar, Anthony D. Nguyen, Tim Kaldewey, Victor W. Lee, Scott A. Brandt, Pradeep Dubey
Designing fast architecture-sensitive tree search on modern multicore/many-core processors. ACM Trans. Database Syst. 36 (4) (2011)
Guangyu Sun, Christopher J. Hughes, Changkyu Kim, Jishen Zhao, Cong Xu, Yuan Xie, Yen-Kuang Chen
Moguls: a model to explore the memory hierarchy for bandwidth improvements. ISCA (2011)
Jens Krüger, Changkyu Kim, Martin Grund, Nadathur Satish, David Schwalb, Jatin Chhugani, Hasso Plattner, Pradeep Dubey, Alexander Zeier
Fast Updates on Read-Optimized Databases Using Multi-Core CPUs. Proc. VLDB Endow. 5 (1) (2011)
Jens Krüger, Changkyu Kim, Martin Grund, Nadathur Satish, David Schwalb, Jatin Chhugani, Hasso Plattner, Pradeep Dubey, Alexander Zeier
Fast Updates on Read-Optimized Databases Using Multi-Core CPUs CoRR (2011)
Christopher J. Hughes, Changkyu Kim, Yen-Kuang Chen
Performance and Energy Implications of Many-Core Caches for Throughput Computing. IEEE Micro 30 (6) (2010)
Anthony D. Nguyen, Nadathur Satish, Jatin Chhugani, Changkyu Kim, Pradeep Dubey
3.5-D Blocking Optimization for Stencil Computations on Modern CPUs and GPUs. SC (2010)
Victor W. Lee, Changkyu Kim, Jatin Chhugani, Michael Deisher, Daehyun Kim, Anthony D. Nguyen, Nadathur Satish, Mikhail Smelyanskiy, Srinivas Chennupaty, Per Hammarlund, Ronak Singhal, Pradeep Dubey
Debunking the 100X GPU vs. CPU myth: an evaluation of throughput computing on CPU and GPU. ISCA (2010)
Changkyu Kim, Jatin Chhugani, Nadathur Satish, Eric Sedlar, Anthony D. Nguyen, Tim Kaldewey, Victor W. Lee, Scott A. Brandt, Pradeep Dubey
FAST: fast architecture sensitive tree search on modern CPUs and GPUs. SIGMOD Conference (2010)
Nadathur Satish, Changkyu Kim, Jatin Chhugani, Anthony D. Nguyen, Victor W. Lee, Daehyun Kim, Pradeep Dubey
Fast sort on CPUs and GPUs: a case for bandwidth oblivious SIMD sort. SIGMOD Conference (2010)
Changkyu Kim, Eric Sedlar, Jatin Chhugani, Tim Kaldewey, Anthony D. Nguyen, Andrea Di Blas, Victor W. Lee, Nadathur Satish, Pradeep Dubey
Sort vs. Hash Revisited: Fast Join Implementation on Modern Multi-Core CPUs. Proc. VLDB Endow. 2 (2) (2009)
Stephen J. Guy, Jatin Chhugani, Changkyu Kim, Nadathur Satish, Ming C. Lin, Dinesh Manocha, Pradeep Dubey
ClearPath: highly parallel collision avoidance for multi-agent simulation. Symposium on Computer Animation (2009)
Ming C. Lin, Stephen J. Guy, Rahul Narain, Jason Sewall, Sachin Patil, Jatin Chhugani, Abhinav Golas, Jur P. van den Berg, Sean Curtis, David Wilkie, Paul Merrell, Changkyu Kim, Nadathur Satish, Pradeep Dubey, Dinesh Manocha
Interactive Modeling, Simulation and Control of Large-Scale Crowds and Traffic. MIG (2009)
Yu Chen, Wenlong Li, Changkyu Kim, Zhizhong Tang
Efficient shared cache management through sharing-aware replacement and streaming-aware insertion policy. IPDPS (2009)
Sanjeev Kumar, Jatin Chhugani, Changkyu Kim, Daehyun Kim, Anthony D. Nguyen, Pradeep Dubey, Christian Bienia, Youngmin Kim
Second Life and the New Generation of Virtual Worlds. Computer 41 (9) (2008)
Divya Gulati, Changkyu Kim, Simha Sethumadhavan, Stephen W. Keckler, Doug Burger
Multitasking workload scheduling on flexible-core chip multiprocessors. PACT (2008)
Sanjeev Kumar, Daehyun Kim, Mikhail Smelyanskiy, Yen-Kuang Chen, Jatin Chhugani, Christopher J. Hughes, Changkyu Kim, Victor W. Lee, Anthony D. Nguyen
Atomic Vector Operations on Chip Multiprocessors. ISCA (2008)
Divya Gulati, Changkyu Kim, Simha Sethumadhavan, Stephen W. Keckler, Doug Burger
Multitasking workload scheduling on flexible core chip multiprocessors. SIGARCH Comput. Archit. News 36 (2) (2008)
Changkyu Kim, Simha Sethumadhavan, M. S. Govindan, Nitya Ranganathan, Divya Gulati, Doug Burger, Stephen W. Keckler
Composable Lightweight Processors. MICRO (2007)
Jaehyuk Huh, Changkyu Kim, Hazim Shafi, Lixin Zhang, Doug Burger, Stephen W. Keckler
A NUCA Substrate for Flexible CMP Cache Sharing. IEEE Trans. Parallel Distributed Syst. 18 (8) (2007)
Paul Gratz, Changkyu Kim, Karthikeyan Sankaralingam, Heather Hanson, Premkishore Shivakumar, Stephen W. Keckler, Doug Burger
On-Chip Interconnection Networks of the TRIPS Chip. IEEE Micro 27 (5) (2007)
Paul Gratz, Changkyu Kim, Robert G. McDonald, Stephen W. Keckler, Doug Burger
Implementation and Evaluation of On-Chip Network Architectures. ICCD (2006)
Karthikeyan Sankaralingam, Ramadass Nagarajan, Robert G. McDonald, Rajagopalan Desikan, Saurabh Drolia, M. S. Govindan, Paul Gratz, Divya Gulati, Heather Hanson, Changkyu Kim, Haiming Liu, Nitya Ranganathan, Simha Sethumadhavan, Sadia Sharif, Premkishore Shivakumar, Stephen W. Keckler, Doug Burger
Distributed Microarchitectural Protocols in the TRIPS Prototype Processor. MICRO (2006)
Jaehyuk Huh, Changkyu Kim, Hazim Shafi, Lixin Zhang, Doug Burger, Stephen W. Keckler
A NUCA substrate for flexible CMP cache sharing. ICS (2005)
Karthikeyan Sankaralingam, Ramadass Nagarajan, Haiming Liu, Changkyu Kim, Jaehyuk Huh, Nitya Ranganathan, Doug Burger, Stephen W. Keckler, Robert G. McDonald, Charles R. Moore
TRIPS: A polymorphous architecture for exploiting ILP, TLP, and DLP. ACM Trans. Archit. Code Optim. 1 (1) (2004)
Karthikeyan Sankaralingam, Ramadass Nagarajan, Haiming Liu, Changkyu Kim, Jaehyuk Huh, Doug Burger, Stephen W. Keckler, Charles R. Moore
Exploiting ILP, TLP, and DLP with the Polymorphous TRIPS Architecture. IEEE Micro 23 (6) (2003)
Changkyu Kim, Doug Burger, Stephen W. Keckler
Nonuniform Cache Architectures for Wire-Delay Dominated On-Chip Caches. IEEE Micro 23 (6) (2003)
Karthikeyan Sankaralingam, Ramadass Nagarajan, Haiming Liu, Changkyu Kim, Jaehyuk Huh, Doug Burger, Stephen W. Keckler, Charles R. Moore
Exploiting ILP, TLP and DLP with the Polymorphous TRIPS Architecture. ISCA (2003)
Changkyu Kim, Doug Burger, Stephen W. Keckler
An adaptive, non-uniform cache structure for wire-delay dominated on-chip caches. ASPLOS (2002)