• Taeyoon is awarded Best Poster by KIISE for our work FusionFlow!

  • Xinyue Ma is accepted to the intern program at Microsoft Research Redmond!

    She will work under the RiSE group in MSR Redmond for a 3-month internship program from September.

  • “FusionFlow" is accepted to appear in VLDB 2024!

    "orchestrating data preprocessing tasks across CPUs and GPUs while minimizing interference with GPU-based model training"

  • Xinyue Ma is accepted to the intern program at Microsoft Research Asia!

    She will work under the Intelligent Cloud and Edge group in MSRA for a 3-month internship program.

  • "Blaze" is accepted to appear at EuroSys 2024!

    "An unified caching mechanism that integrates the separate operational layers together."

Our Research

We have a portfolio of ambitious research projects with high impact potential, both academically and in practice. To advance the boundaries of scientific knowledge, practicality, and usability in a harmonious way, we pursue close collaborations with people from academia and industry.[Read More…]

Selected Publications

FusionFlow: Accelerating Data Preprocessing for Machine Learning with CPU-GPU Cooperation

Taeyoon Kim, Chanho Park, Mansur Mukimbekov, Heelim Hong, Minseok Kim, Ze Jin, Changdae Kim, Ji-Yong Shin, Myeongjae Jeon

Cost-effective On-device Continual Learning over Memory Hierarchy with Miro

Xinyue Ma, Suyeon Jeong, Minjia Zhang, Di Wang, Jonghyun Choi, Myeongjae Jeon

CarM: Hierarchical Episodic Memory for Continual Learning

Soobee Lee, Minindu Weerakoon, Jonghyun Choi, Minjia Zhang, Di Wang, Myeongjae Jeon

Jarvis: Large-scale Server Monitoring with Adaptive Near-data Processing

Atul Sandur, ChanHo Park, Stavros Volos, Gul Agha, Myeongjae Jeon

Zico: Efficient GPU Memory Sharing for Concurrent DNN Training

Gangmuk Lim, Jeongseob Ahn, Wencong Xiao, Youngjin Kwon, Myeongjae Jeon

Analysis of Large-Scale Multi-Tenant GPU Clusters for DNN Training Workloads

Myeongjae Jeon, Shivaram Venkataraman, Amar Phanishayee, Junjie Qian, Wencong Xiao, Fan Yang