Our publications
2026
VLDB
ORBITFLOW: SLO-Aware Long-Context LLM Serving with Fine-Grained KV Cache Reconfiguration more
Xinyue Ma*, Heelim Hong*, Jongseop Lee, Seoyeong Choy, Woo-Yeon Lee, Taegeon Um, Myeongjae Jeon (*Equal Contribution)
In Proceedings of the 52nd International Conference on Very Large Data Bases. Aug. 2026.
EuroSys
Carbon-Aware Continuous Learning for Sustainable Real-Time Machine Learning Analytics more
Gwanjong Park, Osama Khan, Dongho Ha, Myeongjae Jeon, Euiseong Seo
In Proceedings of the 21th European Conference on Computer Systems. Apr. 2026.
EuroSys
Garen: Reliable Cluster Management with Atomic State Reconciliation more
Mingi Kim, Ahnjae Shin, Jaewoo Maeng, Myeongjae Jeon, Byung-Gon Chun
In Proceedings of the 21th European Conference on Computer Systems. Apr. 2026.
2025
NeurIPS
REP: Resource-Efficient Prompting for Rehearsal-Free Continual Learning more
Sungho Jeon, Xinyue Ma, Kwang In Kim, Myeongjae Jeon
In the Proceedinsg of the 39th Conference on Neural Information Processing Systems. Dec. 2025.
ICLR
A Training-Free Sub-quadratic Cost Transformer Model Serving Framework with Hierarchically Pruned Attention more
Heejun Lee, Geon Park, Youngwan Lee, Jaduk Suh, Jina Kim, Wonyoung Jeong, Bumsik Kim, Hyemin Lee, Myeongjae Jeon, Sung Ju Hwang
In the Proceedings of The Thirteenth International Conference on Learning Representations. Apr. 2025.
ICLR
Training-Free Exponential Context Extension via Cascading KV Cache more
Jeffrey Willette, Heejun Lee, Youngwan Lee, Myeongjae Jeon, Sung Ju Hwang
In the Proceedings of The Thirteenth International Conference on Learning Representations. Apr. 2025.
2024
VLDB
FusionFlow: Accelerating Data Preprocessing for Machine Learning with CPU-GPU Cooperation more
Taeyoon Kim, Chanho Park, Mansur Mukimbekov, Heelim Hong, Minseok Kim, Ze Jin, Changdae Kim, Ji-Yong Shin, Myeongjae Jeon
Proceedings of the VLDB Endowment, Vol. 17, No. 4 ISSN 2150-8097.
USENIX ATC
Metis: Fast Automatic Distributed Training on Heterogeneous GPUs more
Taegeon Um, Byungsoo Oh, Minyoung Kang, Woo-Yeon Lee, Goeun Kim, Dongseob Kim, Youngtaek Kim, Mohd Muzzammil, Myeongjae Jeon
In the Proceedings of the 2024 USENIX Annual Technical Conference.
EuroSys
Blaze: Holistic Caching for Iterative Data Processing more
Won Wook Song, Jeongyoon Eo, Taegeon Um, Myeongjae Jeon, Byung-Gon Chun
In Proceedings of the nineteenth European Conference on Computer Systems. Apr. 2024.
2023
ACM MobiCom
Cost-effective On-device Continual Learning over Memory Hierarchy with Miro more
Xinyue Ma, Suyeon Jeong, Minjia Zhang, Di Wang, Jonghyun Choi, Myeongjae Jeon
Proceedings of the 29th Annual International Conference on Mobile Computing and Networking. 2023.
USENIX ATC
Sponge: Fast Reactive Scaling for Stream Processing with Serverless Frameworks more
Won Wook Song, Taegeon Um, Sameh Elnikety, Myeongjae Jeon, Byung-Gon Chun
In the Proceedings of the 2023 USENIX Annual Technical Conference.
USENIX ATC
EnvPipe: Performance-preserving DNN Training Framework for Saving Energy more
Sangjin Choi, Inhoe Koo, Jeongseob Ahn, Myeongjae Jeon, Youngjin Kwon
In the Proceedings of the 2023 USENIX Annual Technical Conference.
2022
ACM APSys
SWAN: WAN-aware Stream Processing on Geographically-distributed Clusters more
Won Wook Song, Myeongjae Jeon, Byung-Gon Chun
Proceedings of the 13th ACM SIGOPS Asia-Pacific Workshop on Systems. 2022.
USENIX ATC
Sibylla: To Retry or Not To Retry on Deep Learning Job Failure more
Taeyoon Kim, Suyeon Jeong, Jongseop Lee, Soobee Lee, Myeongjae Jeon
In the Proceedings of the 2022 USENIX Annual Technical Conference.
USENIX ATC
Memory Harvesting in Multi-GPU Systems with Hierarchical Unified Virtual Memory more
Sangjin Choi, Inhoe Koo, Jeongseob Ahn, Myeongjae Jeon, Youngjin Kwon
In the Proceedings of the 2022 USENIX Annual Technical Conference.
DAC
CarM: Hierarchical Episodic Memory for Continual Learning more
Soobee Lee, Minindu Weerakoon, Jonghyun Choi, Minjia Zhang, Di Wang, Myeongjae Jeon
Proceedings of the 59th ACM/IEEE Design Automation Conference. 2022.
IEEE ICDE
Best Paper
Jarvis: Large-scale Server Monitoring with Adaptive Near-data Processing more
Atul Sandur, ChanHo Park, Stavros Volos, Gul Agha, Myeongjae Jeon
2022 IEEE 38th International Conference on Data Engineering (ICDE).
EMDC
Invited Paper
Streaming Analytics with Adaptive Near-data Processing more
Atul Sandur, ChanHo Park, Stavros Volos, Gul Agha, Myeongjae Jeon
Companion Proceedings of the Web Conference 2022.
2020-2021
USENIX ATC
Zico: Efficient GPU Memory Sharing for Concurrent DNN Training more
Gangmuk Lim, Jeongseob Ahn, Wencong Xiao, Youngjin Kwon, Myeongjae Jeon
In the Proceedings of the 2021 USENIX Annual Technical Conference.
EMDC
Invited Paper
Reliability of Large-scale GPU Clusters for Deep Learning Workloads more
Junjie Qian, Taeyoon Kim, Myeongjae Jeon
Companion Proceedings of the Web Conference 2021.
IEEE ICDE
Short Paper
Approximate Quantiles for Datacenter Telemetry Monitoring more
Gangmuk Lim, Mohamed Hassan, Ze Jin, Stavros Volos, Myeongjae Jeon
2020 IEEE 36th International Conference on Data Engineering (ICDE).
Before 2020
USENIX ATC
Analysis of Large-Scale Multi-Tenant GPU Clusters for DNN Training Workloads more
Myeongjae Jeon, Shivaram Venkataraman, Amar Phanishayee, Junjie Qian, Wencong Xiao, Fan Yang
In the Proceedings of the 2019 USENIX Annual Technical Conference.
ASPLOS
StreamBox-HBM: Stream Analytics on High Bandwidth Hybrid Memory more
Hongyu Miao, Myeongjae Jeon, Gennady Pekhimenko, Kathryn S. McKinley, Felix Xiaozhu Lin
Proceedings of the Twenty-Fourth International Conference on Architectural Support for Programming Languages and Operating Systems. 2019.
NSDI
Tiresias: A GPU Cluster Manager for Distributed Deep Learning more
Juncheng Gu, Mosharaf Chowdhury, Kang G. Shin, Yibo Zhu, Myeongjae Jeon, Junjie Qian, Hongqiang Liu, Chuanxiong Guo
16th USENIX Symposium on Networked Systems Design and Implementation (NSDI 19).
Preprint
Accelerated Training for CNN Distributed Deep Learning through Automatic Resource-Aware Layer Placement more
Jay H. Park, Sunghwan Kim, Jinwon Lee, Myeongjae Jeon, Sam H. Noh
Preprint, Jan. 2019.
USENIX ATC
TerseCades: Efficient Data Compression in Stream Processing more
Gennady Pekhimenko, Chuanxiong Guo, Myeongjae Jeon, Peng Huang, Lidong Zhou
In the Proceedings of the 2018 USENIX Annual Technical Conference.
USENIX ATC
StreamBox: Modern Stream Processing on a Multicore Machine more
Hongyu Miao, Heejin Park, Myeongjae Jeon, Gennady Pekhimenko, Kathryn S. McKinley, Felix Xiaozhu Lin
In the Proceedings of the 2017 USENIX Annual Technical Conference.
SIGMETRICS
SSD Failures in Datacenters: What, When and Why? more
Iyswarya Narayanan, Di Wang, Myeongjae Jeon, Bikash Sharma, Laura Caulfield, Anand Sivasubramaniam, Ben Cutler, Jie Liu, Badriddine Khessib, Kushagra Vaid
SYSTOR
Best Paper
SSD Failures in Datacenters: What, When and Why? more
Iyswarya Narayanan, Di Wang, Myeongjae Jeon, Bikash Sharma, Laura Caulfield, Anand Sivasubramaniam, Ben Cutler, Jie Liu, Badriddine Khessib, Kushagra Vaid
ASPLOS
TPC: Target-Driven Parallelism Combining Prediction and Correction to Reduce Tail Latency in Interactive Services more
Myeongjae Jeon, Yuxiong He, Hwanju Kim, Sameh Elnikety, Scott Rixner, Alan L. Cox
Proceedings of the Twenty-First International Conference on Architectural Support for Programming Languages and Operating Systems. 2016.
ACM SIGIR
Predictive Parallelization: Taming Tail Latencies in Web Search more
Myeongjae Jeon, Saehoon Kim, Seung-Won Hwang, Yuxiong He, Sameh Elnikety, Alan L. Cox, Scott Rixner
37th international ACM SIGIR conference on Research & development in information retrieval. July. 2014.
ACM TACO
Reducing DRAM Row Activations with Eager Read/Write Clustering more
Myeongjae Jeon, Conglong Li, Alan L. Cox, Scott Rixner
ACM Transactions on Architecture and Code Optimization (TACO), Volume 11, Issue 4. Jan. 2015.
EuroSys
Adaptive Parallelism for Web Search more
Myeongjae Jeon, Yuxiong He, Sameh Elnikety, Alan L. Cox, Scott Rixner
In the Proceedings of the 8th ACM European Conference on Computer Systems. Apr. 2013.
ACM TWEB
Workload Characterization and Performance Implications of Large-Scale Blog Servers more
Myeongjae Jeon, Youngjae Kim, Jaeho Hwang, Joonwon Lee, Euiseong Seo
ACM Transactions on the Web (TWEB), Volume 6, Issue 2. May. 2012.
IEEE TC
Energy Reduction in Consolidated Servers Through Memory-Aware Virtual Machine Scheduling more
Jae-Wan Jang, Myeongjae Jeon, Hyo-Sil Kim, Heeseung Jo, Jin-Soo Kim, Seungryoul Maeng
IEEE TRANSACTIONS ON COMPUTERS, VOL. 60, NO. 1. Jan. 2011.
JPDC
Replicated Abstract Data Types: Building Blocks for Collaborative Applications more
Hyun-Gul Roh, Myeongjae Jeon, Jinsoo Kim, Joonwon Lee
SocialCom
Measurement, Modeling, and Analysis of a Large-scale Blog Server Workload more
Myeongjae Jeon, Jaeho Hwang, Youngjae Kim, Jae-wan Jang, Joonwon Lee, Euiseong Seo
IPL
Log' version vector: Logging version vectors concisely in dynamic replication more
Hyun-Gul Roh, Myeongjae Jeon, Euiseong Seo, Jinsoo Kim, Joonwon Lee
Euro-Par
Guest-Aware Priority-based Virtual Machine Scheduling for Highly Consolidated Server more
Dongsung Kim, Hwanju Kim, Myeongjae Jeon, Euiseong Seo, Joonwon Lee
APPT
Domain Level Page Sharing in Xen Virtual Machine Systems more
Myeongjae Jeon, Euiseong Seo, Junghyun Kim, Joonwon Lee