Intelligent ComPuter Architecture & Systems Research Lab
(CASL) @KOREA university

Welcome to Intelligent COmputer architecture & Systems Research Lab!

컴퓨터 시스템, 머신러닝, 및 인공지능 분야를 연구하고자 하는 석/박사과정 학생 및 학부연구생을 모집하고 있습니다.

학부연구생 / 대학원생에 관심있는 학생들은 김영근 교수 (younggeun_kim@korea.ac.kr) 에게 직접 문의 바랍니다.

News

[Mar. 2024] Wooseok Kim joined our research group as M.S./Ph.D. Integrated Student. Welcome aboard!
[Feb. 2024] Our research paper "HeteroSwitch: Characterizing and Taming System-Induced Data Heterogeneity in Federated Learning" is accepted to Annual Conference on Machine Learning and Systems (MLSys)!
[Dec. 2023] Our research paper "Near-Memory Computing with Compressed Embedding Table for Personalized Recommendation" is accepted to IEEE Transactions on Emerging Topics in Computing!
[Dec. 2023] Hyegang Son joined our research group as M.S. Student. Welcome aboard!
[Sep. 2023] Chanwoo Cho and Hyukju Na joined our research group as M.S./Ph.D. Integrated Student and M.S. Student, repectively. Welcome aboard!
[Aug. 2023] Hyegang Son joined our research group as undergraduate intern. Welcome aboard!
[Jul. 2023] Milim Kim and Seongbin Park joined our research group as undergraduate intern. Welcome aboard!
[Jun. 2023] Our research paper "AMBITION: Ambient Temperature Aware  VM Allocation for Edge Data Centers" is accepted to IEEE Access!
[Apr. 2023] Hyukju Na joined our research group as  undergraduate intern. Welcome aboard!
[Mar. 2023] Gyudong Kim joined our research group as M.S. Student. Welcome aboard! 
[Mar. 2023] Yonglak Son and Yerin Lee joined our research group as M.S./Ph.D. Integrated Student. Welcome aboard!
[Nov. 2022] Yerin Lee and Chanwoo Cho joined our research group as an undergraduate intern. Welcome aboard!
[Sep. 2022]  Our research paper "FedGPO: Heterogeneity-Aware Global Parameter Optimization for Efficient Federated Learning" is accepted to IEEE International Symposium on Workload Characterization  (IISWC)!
[Sep. 2022]  Eunjin Lee and Jebum Lee joined our research group as M.S./Ph.D. Integrated Student and M.S. Student, respectively. Welcome aboard!
[Aug. 2022] Our research paper "CAMDNN: Content-Aware Mapping of a Network of Deep Neural Networks on Edge MPSoCs" is accepted to IEEE Transactions on Computers!
[Aug. 2022]  Seonghyeon Jeon joined our research group as an undergraduate intern. Welcome aboard!
[Jun. 2022] Our research paper "LiDAR: A Light-Weight Deep Learning-based Malware Classifier for Edge Devices" is accepted to Wireless Communications and Mobile Computing!
[Jan. 2022]  Our research paper "Chasing Carbon: The Elusive Environmental Footprint of Computing" is selected as the IEEE MICRO's Top Picks!
[Mar. 2022]  Yonglak Son joined our research group as an undergraduate intern. Welcome aboard!
[Oct. 2021] Our research paper "AutoFL: Enabling Heterogeneity-Aware Energy Efficient Federated Learning" is presented in IEEE/ACM International Symposium on Microarchitecture (MICRO)!
[Jun. 2021] Gyudong Kim and Jaehyun Shin joined our research group as an undergraduate intern. Welcome aboard!
[Aug. 2021] Our research paper "Energy-Efficient Mapping for a Network of DNN Models at the Edge" is presented in IEEE International Conference on Smart Computing (SMARTCOMP)!
[Mar. 2021] Our research proposal "System-level Optimization of Deep Learning for Smart Edge Devices" was funded by National Research Foundation of Korea (NRF) from Mar. 2021 to Feb. 2024 (147,360K KRW / Year)!
[Mar. 2021] Eunjin Lee joined our research group as an undergraduate intern. Welcome aboard!
[Feb. 2021] Our research paper "Thermal-aware Adaptive VM Allocation Considering Server Locations in Heterogeneous Data Centers" is accepted to Journal of Systems Architecture (JSA)!
[Oct. 2020] Our research paper "Chasing Carbon: The Elusive Environmental Footprint of Computing" is accepted to IEEE International Symposium on High Performance Computer Architecture (HPCA)!
[Oct. 2020] Our research paper "AutoScale: Energy Efficiency Optimization for Stochastic Edge Inference Using Reinforcement Learning" is presented in IEEE/ACM International Symposium on Microarchitecture (MICRO)!

We are looking for potential Ph.D/M.S. students and Undergraduate research interns!

Research Interests