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