News

2025

[Apr. 2025] Minsik Choi and Kyujoo Roh joined our research group as undergraduate intern. Welcome aboard!

[Mar. 2025] Our research paper "GreenScale: Carbon Optimization for Edge Computing" is accepted to IEEE Internet of Things Journal!

[Jan. 2025] Our research paper "Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models" is accepted to Annual Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics (NAACL)!

2024

[Oct. 2024] Our research paper "Energy-Efficient, Delay-Constrained Edge Computing of a Network of DNNs" is accepted to IEEE Transactions on Computers!

[Oct. 2024] Kangseok Jeon and Chanwoo Joo joined our research group as undergraduate intern. Welcome aboard!

[Sep. 2024] Our research paper "Elastic Execution of Multi-Tenant DNNs on Heterogeneous Edge MPSoCs" is accepted to ACM/IEEE Symposium on Edge Computing (SEC)!

[Jul. 2024] Our research paper "Mediator: Characterizing and Optimizing Multi-DNN Inference for Energy Efficient Edge Intelligence" is accepted to IEEE International Symposium on Workload Characterization (IISWC)!

[May. 2024] Our research paper "CLOVER: Carbon Optimization of Federated Learning over Heterogeneous Clients" is accepted to ACM/IEEE International Symposium on Low Power Electronics and Design (ISLPED)!

[May. 2024] Tyler Hiew joined our research group as undergraduate intern. Welcome aboard!

[Apr. 2024] Wonjun Han and Suhyeok Kim joined our research group as undergraduate intern. Welcome aboard!

[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)!

2023

[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 research intern. 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] 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!

2022

[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!

2021

[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 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)!

2020

[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)!