Open Projects: [AI-RAN & 6G] [Neural Streaming] [Video Conferencing] [Semantic Offloading] [AI/ML and CC]
[ACM SIGCOMM '25] (short) AoRA: AI-on-RAN architecture for Backhaul-free Edge Inference
Siyavushikon Kholmatov, Seongsik Cho, Song Chong, and Kyunghan Lee* [pdf]
@inproceedings{kholmatov2025aora,
title={AoRA: AI-on-RAN for Backhaul-free Edge Inference},
author={Kholmatov, Siyavushkhon and Cho, Seongsik and Lee, Kyunghan and Chong, Song},
booktitle={Proceedings of the ACM SIGCOMM 2025 Conference},
pages={1263--1265},
year={2025}
}
@inproceedings{yang2025empilo,
title={Empilo: Realizing Immersive Mobile 3D Video Conferencing through Parameterized Communication},
author={Yang, Donggyu and Nam, Wooseung and Kang, Byunggu and Lee, Kyunghan},
booktitle={Proceedings of the ACM MobiCom 2025 Conference},
pages={},
year={2025}
}
[IEEE TMC ’25] nCTX: A Neural Network-Powered Lossless Compressive Transmission using Shared Information
Wooseung Nam, Sungyong Lee, Joohyun Lee, and Kyunghan Lee* [pdf]
@article{nam2025nctx,
title={nCTX: A Neural Network-Powered Lossless Compressive Transmission Using Shared Information},
author={Nam, Wooseung and Lee, Sungyong and Lee, Joohyun and Lee, Kyunghan},
journal={IEEE Transactions on Mobile Computing},
year={2025},
publisher={IEEE}
}
[IEEE TNET ’25] N-epitomizer: A Semantic offloading Framework leveraging Essential Information for Timely Neural Network Inferences
Wooseung Nam, Sungyong Lee, Jinsung Lee, Huijeong Choe, Sangtae Ha, and Kyunghan Lee* [pdf]
@article{nam2025n,
title={N-Epitomizer: A Semantic Offloading Framework Leveraging Essential Information for Timely Neural Network Inferences},
author={Nam, Wooseung and Lee, Sungyong and Lee, Jinsung and Choe, Huijeong and Ha, Sangtae and Lee, Kyunghan},
journal={IEEE Transactions on Networking},
year={2025},
publisher={IEEE}
}
[IEEE TMC ’25] NeuroBalancer: Balancing System Frequencies with Puncutal Laziness for Timely and Energy-efficient DNN Inferences
Kyungmin Bin, Seyeon Kim, Sangtae Ha, Song Chong, and Kyunghan Lee* [pdf]
@article{bin2025neurobalancer,
title={NeuroBalancer: Balancing System Frequencies With Punctual Laziness for Timely and Energy-Efficient DNN Inferences},
author={Bin, Kyungmin and Kim, Seyeon and Ha, Sangtae and Chong, Song and Lee, Kyunghan},
journal={IEEE Transactions on Mobile Computing},
year={2025},
publisher={IEEE}
}
Dongwook Choi, Shinik Park, Donggyu Yang, and Kyunghan Lee* [pdf]
@inproceedings{choi2025adq,
title={ADQ: Application-Aware Socket Buffer Dequeueing for Mobile Devices},
author={Choi, Dongwook and Park, Shinik and Yang, Donggyu and Lee, Kyunghan},
booktitle={2025 IEEE 22nd Consumer Communications \& Networking Conference (CCNC)},
pages={1--7},
year={2025},
organization={IEEE}
}
Kyungmin Bin, Jongseok Park, Chanjeong Park, Seyeon Kim, and Kyunghan Lee* [pdf]
@inproceedings{bin2024coacto,
title={CoActo: CoActive Neural Network Inference Offloading with Fine-grained and Concurrent Execution},
author={Bin, Kyungmin and Park, Jongseok and Park, Chanjeong and Kim, Seyeon and Lee, Kyunghan},
booktitle={Proceedings of the 22nd Annual International Conference on Mobile Systems, Applications and Services},
pages={412--424},
year={2024}
}
Shinik Park, Sanghyun Han, Jongyun Lee, Junseon Kim, Sangtae Ha, and Kyunghan Lee* [pdf]
@inproceedings{park2024exstream,
title={Exstream: A Delay-minimized Streaming System with Explicit Frame Queueing Delay Measurement},
author={Park, Shinik and Han, Sanghyun and Kim, Junseon and Lee, Jongyun and Ha, Sangtae and Lee, Kyunghan},
booktitle={IEEE INFOCOM 2024-IEEE Conference on Computer Communications},
pages={1571--1580},
year={2024},
organization={IEEE}
}
Hyoyoung Lim, Jinsung Lee, Jongyun Lee, Sandesh Dhawaskar Sathyanarayana, Junseon Kim, Anh Nguyen, Kwang Taik Kim, Youngbin Im, Mung Chiang, Dirk Grunwald, Kyunghan Lee, and Sangtae Ha [pdf]
@article{lim2023empirical,
title={An empirical study of 5G: Effect of edge on transport protocol and application performance},
author={Lim, Hyoyoung and Lee, Jinsung and Lee, Jongyun and Sathyanarayana, Sandesh Dhawaskar and Kim, Junseon and Nguyen, Anh and Kim, Kwang Taik and Im, Youngbin and Chiang, Mung and Grunwald, Dirk and others},
journal={IEEE Transactions on Mobile Computing},
volume={23},
number={4},
pages={3172--3186},
year={2023},
publisher={IEEE}
}
Jongseok Park, Kyunbmin Bin, Gibum Park, Sangtae Ha, and Kyunghan Lee* [pdf]
@article{park2023aspen,
title={Aspen: Breaking operator barriers for efficient parallelization of deep neural networks},
author={Park, Jongseok and Bin, Kyungmin and Park, Gibum and Ha, Sangtae and Lee, Kyunghan},
journal={Advances in Neural Information Processing Systems},
volume={36},
pages={68625--68638},
year={2023}
}
Seyeon Kim, Kyungmin Bin, Donggyu Yang, Sangtae Ha, Song Chong, and Kyunghan Lee* [pdf]
@inproceedings{kim2023entro,
title={ENTRO: tackling the encoding and networking trade-off in offloaded video analytics},
author={Kim, Seyeon and Bin, Kyungmin and Yang, Donggyu and Ha, Sangtae and Chong, Song and Lee, Kyunghan},
booktitle={Proceedings of the 31st ACM International Conference on Multimedia},
pages={9115--9123},
year={2023}
}
Sungyong Lee, Jinsung Lee, and Kyunghan Lee* [pdf]
@article{lee2022deepvehiclesense,
title={DeepVehicleSense: An energy-efficient transportation mode recognition leveraging staged deep learning over sound samples},
author={Lee, Sungyong and Lee, Jinsung and Lee, Kyunghan},
journal={IEEE Transactions on Mobile Computing},
volume={22},
number={6},
pages={3270--3286},
year={2022},
publisher={IEEE}
}
Junseon Kim, Byonghyo Shim, and Kyunghan Lee* [pdf]
@article{kim2022toward,
title={Toward enabling performance-guaranteed networking in next-generation cellular networks},
author={Kim, Junseon and Shim, Byonghyo and Lee, Kyunghan},
journal={IEEE Communications Magazine},
volume={61},
number={1},
pages={32--38},
year={2022},
publisher={IEEE}
}
Insoo Lee, Seyeon Kim, Sandesh Dhawaskar Sathyanarayana, Kyungmin Bin, Song Chong, Kyunghan Lee* [pdf]
@inproceedings{lee2022r,
title={R-fec: Rl-based fec adjustment for better qoe in webrtc},
author={Lee, Insoo and Kim, Seyeon and Sathyanarayana, Sandesh and Bin, Kyungmin and Chong, Song and Lee, Kyunghan and Grunwald, Dirk and Ha, Sangtae},
booktitle={Proceedings of the 30th ACM International Conference on Multimedia},
pages={2948--2956},
year={2022}
}
@inproceedings{park2022mgemm,
title={mGEMM: Low-latency convolution with minimal memory overhead optimized for mobile devices},
author={Park, Jongseok and Bin, Kyungmin and Lee, Kyunghan},
booktitle={Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services},
pages={222--234},
year={2022}
}
@article{kim2022ztt,
title={zTT: Learning-based DVFS with zero thermal throttling for mobile devices},
author={Kim, Seyeon and Bin, Kyungmin and Ha, Sangtae and Lee, Kyunghan and Chong, Song},
journal={GetMobile: Mobile Computing and Communications},
volume={25},
number={4},
pages={30--34},
year={2022},
publisher={ACM New York, NY, USA}
}
Junseon Kim, Youngbin Im, and Kyunghan Lee* [pdf]
@inproceedings{kim2021eclat,
title={ECLAT: An ECN marking system for latency guarantee in cellular networks},
author={Kim, Junseon and Im, Youngbin and Lee, Kyunghan},
booktitle={IEEE INFOCOM 2021-IEEE Conference on Computer Communications},
pages={1--10},
year={2021},
organization={IEEE}
}
Wooseung Nam, Joohyun Lee, Ness B. Shroff, and Kyunghan Lee* [pdf]
@article{nam2019inter,
title={An inter-data encoding technique that exploits synchronized data for network applications},
author={Nam, Wooseung and Lee, Joohyun and Shroff, Ness B and Lee, Kyunghan},
journal={IEEE Transactions on Mobile Computing},
volume={20},
number={1},
pages={76--92},
year={2019},
publisher={IEEE}
}
Jinsung Lee, Sungyong Lee, Jongyun Lee, Sandesh D. Sathyanarayana, Hyoyoung Lim, Jihoon Lee, Xiaoqing Zhu, Sangeeta Ramakrishnan, Dirk Grunwald, Kyunghan Lee*, and Sangtae Ha* [pdf]
@inproceedings{lee2020perceive,
title={PERCEIVE: Deep learning-based cellular uplink prediction using real-time scheduling patterns},
author={Lee, Jinsung and Lee, Sungyong and Lee, Jongyun and Sathyanarayana, Sandesh Dhawaskar and Lim, Hyoyoung and Lee, Jihoon and Zhu, Xiaoqing and Ramakrishnan, Sangeeta and Grunwald, Dirk and Lee, Kyunghan and others},
booktitle={Proceedings of the 18th International Conference on Mobile Systems, Applications, and Services},
pages={377--390},
year={2020}
}