Publications

(*:Co-first)

2024

  1. ToN
    Graph Neural Network-based SLO-aware Proactive Resource Autoscaling Framework for Microservices
    Jinwoo Park, Byungkwon Choi, Chunghan Lee, and Dongsu Han
    IEEE/ACM Transactions on Networking Aug 2024
    Paper Project
  2. ICML
    Scaling Beyond the GPU Memory Limit for Large Mixture-of-Experts Model Training
    Yechan Kim*, Hwijoon Lim*, and Dongsu Han
    In Proceedings of the 41st International Conference on Machine Learning Jul 2024
    Paper Project
  3. SIGCOMM
    Accelerating Model Training in Multi-cluster Environments with Consumer-grade GPUs
    Hwijoon Lim, Juncheol Ye, Sangeetha Abdu Jyothi, and Dongsu Han
    In Proceedings of the ACM SIGCOMM 2024 conference on SIGCOMM Aug 2024
    Paper Project Code
  4. SIGCOMM
    TopFull: An Adaptive Top-Down Overload Control for SLO-Oriented Microservices
    Jinwoo Park, Jaehyeong Park, Youngmok Jung, Hwijoon Lim, Hyunho Yeo, and Dongsu Han
    In Proceedings of the ACM SIGCOMM 2024 conference on SIGCOMM Aug 2024
    Paper Project Code
  5. HotNets
    Toward Trustworthy Learning-Enabled Systems with Concept-Based Explanations
    Sagar Patel, Dongsu Han, Nina Narodytska, and Sangeetha Abdu Jyothi
    In Proceedings of the 16th ACM Workshop on Hot Topics in Networks Aug 2024

2023

  1. EuroSys
    FlexPass: A Case for Flexible Credit-based Transport for Datacenter Networks
    Hwijoon Lim, Jaehong Kim, Inho Cho, Keon Jang, Wei Bai, and Dongsu Han
    In Proceedings of the Eighteenth European Conference on Computer Systems May 2023
    Paper Project
  2. CVPR
    AccelIR: Task-aware Image Compression for Accelerating Neural Restoration
    Juncheol Ye, Hyunho Yeo, Jinwoo Park, and Dongsu Han
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Jun 2023
    Paper Project
  3. HotStorage
    Neural Cloud Storage: Innovative Cloud Storage Solution for Cold Video
    Jinyeong Lim, Juncheol Ye, Jaehong Kim, Hwijoon Lim, Hyunho Yeo, and Dongsu Han
    In Proceedings of the 15th ACM Workshop on Hot Topics in Storage and File Systems Jul 2023
    Paper
  4. HotStorage
    SAND: A Storage Abstraction for Video-based Deep Learning
    Uitaek Hong, Hwijoon Lim, Hyunho Yeo, Jinwoo Park, and Dongsu Han
    In Proceedings of the 15th ACM Workshop on Hot Topics in Storage and File Systems Jul 2023
    Paper

2022

  1. Bioinformatics
    BWA-MEME: BWA-MEM emulated with a machine learning approach
    Youngmok Jung, and Dongsu Han
    Bioinformatics Mar 2022
    Paper Project Code
  2. ICML
    TSPipe: Learn from Teacher Faster with Pipelines
    Hwijoon Lim, Yechan Kim, Sukmin Yun, Jinwoo Shin, and Dongsu Han
    In Proceedings of the 39th International Conference on Machine Learning Jul 2022
    Paper PDF Project Code
  3. SIGCOMM
    NeuroScaler: Neural Video Enhancement at Scale
    Hyunho Yeo, Hwijoon Lim, Jaehong Kim, Youngmok Jung, Juncheol Ye, and Dongsu Han
    In Proceedings of the ACM SIGCOMM 2022 conference on SIGCOMM Aug 2022
    Paper Project Code
  4. CoNEXT
    OutRAN: Co-Optimizing for Flow Completion Time in Radio Access Network
    Jaehong Kim, Yunheon Lee, Hwijoon Lim, Youngmok Jung, Song Min Kim, and Dongsu Han
    In Proceedings of the 18th International Conference on Emerging Networking EXperiments and Technologies Aug 2022 (Best Paper Award Nominee)
    Paper Project Slides
  5. CoNEXT
    PipeDevice: A Hardware-Software Co-Design Approach to Intra-Host Container Communication
    Qiang Su, Chuanwen Wang, Zhixiong Niu, Ran Shu, Peng Cheng, Yongqiang Xiong, Dongsu Han, Chun Jason Xue, and Hong Xu
    In Proceedings of the 18th International Conference on emerging Networking EXperiments and Technologies Dec 2022
    Paper
  6. ToN
    Scalable and Secure Virtualization of HSM with ScaleTrust
    Juhyeng Han, Insu Yun, Seongmin Kim, Taesoo Kim, Sooel Son, and Dongsu Han
    IEEE/ACM Transactions on Networking Nov 2022
    Paper Project

2021

  1. CoNEXT
    GRAF: A Graph Neural Network Based Proactive Resource Allocation Framework for SLO-Oriented Microservices
    Jinwoo Park*, Byungkwon Choi*, Chunghan Lee, and Dongsu Han
    In Proceedings of the 17th International Conference on Emerging Networking EXperiments and Technologies Nov 2021
    Paper Project
  2. APNet
    PHPA: A Proactive Autoscaling Framework for Microservice Chain
    Byungkwon Choi, Jinwoo Park, Chunghan Lee, and Dongsu Han
    In 5th Asia-Pacific Workshop on Networking (APNet 2021) Nov 2021
    Paper Project
  3. EuroSys
    Towards Timeout-Less Transport in Commodity Datacenter Networks
    Hwijoon Lim, Wei Bai, Yibo Zhu, Youngmok Jung, and Dongsu Han
    In Proceedings of the Sixteenth European Conference on Computer Systems Nov 2021
    Paper Project Code Slides

2020

  1. ICNP
    Lumos: Improving Smart Home IoT Visibility and Interoperability Through Analyzing Mobile Apps
    Jeongmin Kim, Steven Y. Ko, Sooel Son, and Dongsu Han
    In 2020 IEEE 28th International Conference on Network Protocols (ICNP) Nov 2020
    Paper
  2. APNet
    Leveraging SIMD Parallelism for Accelerating Network Applications
    Hejing Li, Juhyeng Han, and Dongsu Han
    In 4th Asia-Pacific Workshop on Networking Nov 2020
    Paper
  3. ToN
    A Secure Middlebox Framework for Enabling Visibility Over Multiple Encryption Protocols
    Juhyeng Han, Seongmin Kim, Daeyang Cho, Byungkwon Choi, Jaehyeong Ha, and Dongsu Han
    IEEE/ACM Transactions on Networking Nov 2020
    Paper Project
  4. SIGCOMM
    Neural-Enhanced Live Streaming: Improving Live Video Ingest via Online Learning
    Jaehong Kim*, Youngmok Jung*, Hyunho Yeo, Juncheol Ye, and Dongsu Han
    In Proceedings of the Annual Conference of the ACM Special Interest Group on Data Communication on the Applications, Technologies, Architectures, and Protocols for Computer Communication Nov 2020
    Paper Project Slides
  5. ATC
    NetKernel: Making Network Stack Part of the Virtualized Infrastructure
    Zhixiong Niu, Hong Xu, Peng Cheng, Qiang Su, Yongqiang Xiong, Tao Wang, Dongsu Han, and Keith Winstein
    In 2020 USENIX Annual Technical Conference (USENIX ATC 20) Jul 2020
    Paper
  6. MobiCom
    NEMO: enabling neural-enhanced video streaming on commodity mobile devices
    Hyunho Yeo, Chan Ju Chong, Youngmok Jung, Juncheol Ye, and Dongsu Han
    In Proceedings of the 26th Annual International Conference on Mobile Computing and Networking Jul 2020
    Paper Project Code

2019

  1. NDSS
    Cybercriminal minds: an investigative study of cryptocurrency abuses in the dark web
    Seunghyeon Lee, Changhoon Yoon, Heedo Kang, Yeonkeun Kim, Yongdae Kim, Dongsu Han, Sooel Son, and Seungwon Shin
    In 26TH ANNUAL NETWORK AND DISTRIBUTED SYSTEM SECURITY SYMPOSIUM (NDSS 2019) Jul 2019
    Paper
  2. SysTEX
    Toward scaling hardware security module for emerging cloud services
    Juhyeng Han, Seongmin Kim, Taesoo Kim, and Dongsu Han
    In Proceedings of the 4th Workshop on System Software for Trusted Execution Jul 2019
    Paper Project
  3. ICNP
    FlowShader: A generalized framework for GPU-accelerated VNF flow processing
    Xiaodong Yi, Junjie Wang, Jingpu Duan, Wei Bai, Chuan Wu, Yongqiang Xiong, and Dongsu Han
    In 2019 IEEE 27th International Conference on Network Protocols (ICNP) Jul 2019
    Paper
  4. ICNP
    Congestion control for cross-datacenter networks
    Gaoxiong Zeng, Wei Bai, Ge Chen, Kai Chen, Dongsu Han, Yibo Zhu, and Lei Cui
    In 2019 IEEE 27th International Conference on Network Protocols (ICNP) Jul 2019
    Paper

2018

  1. CoNEXT
    Appx: an automated app acceleration framework for low latency mobile app
    Byungkwon Choi, Jeongmin Kim, Daeyang Cho, Seongmin Kim, and Dongsu Han
    In Proceedings of the 14th International Conference on emerging Networking EXperiments and Technologies Jul 2018
    Paper Project
  2. OSDI
    Neural adaptive content-aware internet video delivery
    Hyunho Yeo, Youngmok Jung, Jaehong Kim, Jinwoo Shin, and Dongsu Han
    In 13th USENIX Symposium on Operating Systems Design and Implementation (OSDI 18) Jul 2018
    Paper Project
  3. ToN
    Sgx-Tor: A secure and practical tor anonymity network with sgx enclaves
    Seongmin Kim, Juhyeng Han, Jaehyeong Ha, Taesoo Kim, and Dongsu Han
    IEEE/ACM Transactions on Networking Jul 2018
    Paper Project

2017

  1. HotNets
    How will deep learning change internet video delivery?
    Hyunho Yeo, Sunghyun Do, and Dongsu Han
    In Proceedings of the 16th ACM Workshop on Hot Topics in Networks Jul 2017
    Paper Project
  2. HotNets
    Network stack as a service in the cloud
    Zhixiong Niu, Hong Xu, Dongsu Han, Peng Cheng, Yongqiang Xiong, Guo Chen, and Keith Winstein
    In Proceedings of the 16th ACM Workshop on Hot Topics in Networks Jul 2017
    Paper
  3. SIGCOMM
    Credit-Scheduled Delay-Bounded Congestion Control for Datacenters
    Inho Cho, Keon Jang, and Dongsu Han
    In Proceedings of the Conference of the ACM Special Interest Group on Data Communication Jul 2017
    Paper Project
  4. APNet
    SGX-Box: Enabling Visibility on Encrypted Traffic Using a Secure Middlebox Module
    Juhyeng Han, Seongmin Kim, Jaehyeong Ha, and Dongsu Han
    In Proceedings of the First Asia-Pacific Workshop on Networking Jul 2017
    Paper Project
  5. APNet
    Combining ECN and RTT for Datacenter Transport
    Gaoxiong Zeng, Wei Bai, Ge Chen, Kai Chen, Dongsu Han, and Yibo Zhu
    In Proceedings of the First Asia-Pacific Workshop on Networking Jul 2017
    Paper
  6. NSDI
    Enhancing Security and Privacy of Tor’s Ecosystem by Using Trusted Execution Environments
    Seongmin Kim, Juhyeng Han, Jaehyeong Ha, Taesoo Kim, and Dongsu Han
    In 14th USENIX Symposium on Networked Systems Design and Implementation (NSDI 17) Mar 2017
    Paper Project
  7. NSDI
    mOS: A Reusable Networking Stack for Flow Monitoring Middleboxes
    Muhammad Asim Jamshed, YoungGyoun Moon, Donghwi Kim, Dongsu Han, and KyoungSoo Park
    In 14th USENIX Symposium on Networked Systems Design and Implementation (NSDI 17) Mar 2017 (Best Paper Award)
    Paper
  8. INFOCOMM
    Rate-aware flow scheduling for commodity data center networks
    Ziyang Li, Wei Bai, Kai Chen, Dongsu Han, Yiming Zhang, Dongsheng Li, and Hongfang Yu
    In IEEE INFOCOM 2017 - IEEE Conference on Computer Communications Mar 2017
    Paper
  9. NDSS
    SGX-Shield: Enabling Address Space Layout Randomization for SGX Programs.
    Jaebaek Seo, Byoungyoung Lee, Seong Min Kim, Ming-Wei Shih, Insik Shin, Dongsu Han, and Taesoo Kim
    In NDSS Mar 2017
    Paper
  10. ToN
    Expeditus: Congestion-aware load balancing in clos data center networks
    Peng Wang, Hong Xu, Zhixiong Niu, Dongsu Han, and Yongqiang Xiong
    IEEE/ACM Transactions on Networking Mar 2017
    Paper
  11. ToN
    PIAS: Practical information-agnostic flow scheduling for commodity data centers
    Wei Bai, Li Chen, Kai Chen, Dongsu Han, Chen Tian, and Hao Wang
    IEEE/ACM Transactions on Networking Mar 2017
    Paper

2016

  1. CoNEXT
    Enabling automatic protocol behavior analysis for android applications
    Jeongmin Kim*, Hyunwoo Choi*, Hun Namkung, Woohyun Choi, Byungkwon Choi, Hyunwook Hong, Yongdae Kim, Jonghyup Lee, and Dongsu Han
    In Proceedings of the 12th International on Conference on emerging Networking EXperiments and Technologies Mar 2016
    Paper
  2. NSDI
    DFC: Accelerating string pattern matching for network applications
    Byungkwon Choi, Jongwook Chae, Muhammad Jamshed, Kyoungsoo Park, and Dongsu Han
    In 13th USENIX Symposium on Networked Systems Design and Implementation (NSDI 16) Mar 2016
    Paper Project
  3. NDSS
    OpenSGX: An Open Platform for SGX Research.
    Prerit Jain, Soham Jayesh Desai, Ming-Wei Shih, Taesoo Kim, Seong Min Kim, Jae-Hyuk Lee, Changho Choi, Youjung Shin, Brent Byunghoon Kang, and Dongsu Han
    In NDSS Mar 2016
    Paper
  4. SIGOPS
    U-HAUL: Efficient state migration in NFV
    Libin Liu, Hong Xu, Zhixiong Niu, Peng Wang, and Dongsu Han
    In Proceedings of the 7th ACM SIGOPS Asia-Pacific Workshop on Systems Mar 2016
    Paper
  5. ToN
    Guaranteeing deadlines for inter-data center transfers
    Hong Zhang, Kai Chen, Wei Bai, Dongsu Han, Chen Tian, Hao Wang, Haibing Guan, and Ming Zhang
    IEEE/ACM transactions on networking Mar 2016
    Paper
  6. ToN
    DX: Latency-based congestion control for datacenters
    Changhyun Lee, Chunjong Park, Keon Jang, Sue Moon, and Dongsu Han
    IEEE/ACM Transactions on Networking Mar 2016
    Paper

2015

  1. RAID
    Haetae: Scaling the performance of network intrusion detection with many-core processors
    Jaehyun Nam, Muhammad Jamshed, Byungkwon Choi, Dongsu Han, and KyoungSoo Park
    In International Symposium on Recent Advances in Intrusion Detection Mar 2015
    Paper
  2. ANCS
    Scaling the performance of network intrusion detection with many-core processors
    Jaehyun Nam, Muhammad Jamshed, Byungkwon Choi, Dongsu Han, and KyoungSoo Park
    In 2015 ACM/IEEE Symposium on Architectures for Networking and Communications Systems (ANCS) Mar 2015
    Paper
  3. NSDI
    Information-Agnostic Flow Scheduling for Commodity Data Centers
    Wei Bai, Li Chen, Kai Chen, Dongsu Han, Chen Tian, and Hao Wang
    In Proceedings of the 12th USENIX Conference on Networked Systems Design and Implementation Mar 2015
    Abs Paper
  4. HotNets
    A First Step Towards Leveraging Commodity Trusted Execution Environments for Network Applications
    Seongmin Kim, Youjung Shin, Jaehyung Ha, Taesoo Kim, and Dongsu Han
    In Proceedings of the 14th ACM Workshop on Hot Topics in Networks Mar 2015
    Paper Project
  5. CCS
    Breaking and Fixing VoLTE: Exploiting Hidden Data Channels and Mis-Implementations
    Hongil Kim, Dongkwan Kim, Minhee Kwon, Hyungseok Han, Yeongjin Jang, Dongsu Han, Taesoo Kim, and Yongdae Kim
    In Proceedings of the 22nd ACM SIGSAC Conference on Computer and Communications Security Mar 2015
    Paper
  6. SIGCOMM
    Practical, Real-Time Centralized Control for CDN-Based Live Video Delivery
    Matthew K. Mukerjee, David Naylor, Junchen Jiang, Dongsu Han, Srinivasan Seshan, and Hui Zhang
    In Aug 2015
    Paper
  7. ATC
    Accurate Latency-based Congestion Feedback for Datacenters
    Changhyun Lee, Chunjong Park, Keon Jang, Sue Moon, and Dongsu Han
    In 2015 USENIX Annual Technical Conference (USENIX ATC 15) Jul 2015
    Paper
  8. EuroSys
    Guaranteeing Deadlines for Inter-Datacenter Transfers
    Hong Zhang, Kai Chen, Wei Bai, Dongsu Han, Chen Tian, Hao Wang, Haibing Guan, and Ming Zhang
    In Proceedings of the Tenth European Conference on Computer Systems Jul 2015
    Paper
  9. ApSys
    MemScope: analyzing memory duplication on android systems
    Byeoksan Lee, Seong Min Kim, Eru Park, and Dongsu Han
    In Proceedings of the 6th Asia-Pacific Workshop on Systems Jul 2015
    Paper

2014

  1. HotNets
    PIAS: Practical Information-Agnostic Flow Scheduling for Data Center Networks
    Wei Bai, Li Chen, Kai Chen, Dongsu Han, Chen Tian, and Weicheng Sun
    In Proceedings of the 13th ACM Workshop on Hot Topics in Networks Jul 2014
    Paper
  2. NSDI
    MICA: A Holistic Approach to Fast In-Memory Key-Value Storage
    Hyeontaek Lim, Dongsu Han, David G. Andersen, and Michael Kaminsky
    In 11th USENIX Symposium on Networked Systems Design and Implementation (NSDI 14) Apr 2014
    Paper
  3. NSDI
    mTCP: a Highly Scalable User-level TCP Stack for Multicore Systems
    EunYoung Jeong, Shinae Wood, Muhammad Jamshed, Haewon Jeong, Sunghwan Ihm, Dongsu Han, and KyoungSoo Park
    In 11th USENIX Symposium on Networked Systems Design and Implementation (NSDI 14) Apr 2014 (Community Award)
    Paper

2013

  1. CoNEXT
    Understanding tradeoffs in incremental deployment of new network architectures
    Matthew K Mukerjee, Dongsu Han, Srinivasan Seshan, and Peter Steenkiste
    In Proceedings of the ninth ACM conference on Emerging networking experiments and technologies Apr 2013
    Paper
  2. SIGCOMM
    FCP: a flexible transport framework for accommodating diversity
    Dongsu Han, Robert Grandl, Aditya Akella, and Srinivasan Seshan
    In Proceedings of the ACM SIGCOMM 2013 conference on SIGCOMM Apr 2013
    Paper
  3. MobiSys
    CAMEO: A middleware for mobile advertisement delivery
    Azeem J Khan, Kasthuri Jayarajah, Dongsu Han, Archan Misra, Rajesh Balan, and Srinivasan Seshan
    In Proceeding of the 11th annual international conference on Mobile systems, applications, and services Apr 2013
    Paper

2012

  1. NSDI
    XIA: Efficient support for evolvable internetworking
    Dongsu Han, Ashok Anand, Fahad Dogar, Boyan Li, Hyeontaek Lim, Michel Machado, Arvind Mukundan, Wenfei Wu, Aditya Akella, David G Andersen, and others
    In 9th USENIX Symposium on Networked Systems Design and Implementation (NSDI 12) Apr 2012
    Paper
  2. NSDI
    RPT: Re-architecting Loss Protection for Content-Aware Networks
    Dongsu Han, Ashok Anand, Aditya Akella, and Srinivasan Seshan
    In 9th USENIX Symposium on Networked Systems Design and Implementation (NSDI 12) Apr 2012
    Paper

2010

  1. HPCA
    ATLAS: A scalable and high-performance scheduling algorithm for multiple memory controllers
    Yoongu Kim, Dongsu Han, Onur Mutlu, and Mor Harchol-Balter
    In HPCA-16 2010 The Sixteenth International Symposium on High-Performance Computer Architecture Apr 2010
    Paper