I am a Ph.D. student majoring in Computer Science at the University of Cambridge, where I am supervised by Prof. Cecilia Mascolo and funded by Nokia Bell Labs.
My research focuses on resource-constrained mobile systems to enable context-aware adaptation to the changing environments (e.g., new inputs and users) in real-time while preserving privacy. To this end, I develop new methods and systems and leverage knowledge from On-Device Machine Learning, Continual Learning, and Multi-Task Learning.
YONO: Modeling Multiple Heterogeneous Neural Networks on Microcontrollers
Young D. Kwon, Jagmohan Chauhan, and Cecilia Mascolo
IPSN 2022
| PDF
| BibTex
| Link
PROS: an Efficient Pattern-Driven Compressive Sensing Framework for Low-Power Biopotential-based Wearables with On-chip Intelligence
Nhat Pham, Hong Jia, Minh Tran, Tuan Dinh, Nam Bui, Young D. Kwon, Dong Ma, VP Nguyen, Cecilia Mascolo, Tam Vu
MobiCom 2022
| PDF
| BibTex
| Link
Exploring On-Device Learning Using Few Shots for Audio Classification
Jagmohan Chauhan, Young D. Kwon, and Cecilia Mascolo
EUSIPCO 2022
| PDF
| BibTex
| Link
MyoKey: Inertial Motion Sensing and Gesture-based QWERTY Keyboard for Extended Realities
Kirill A. Shatilov, Young D. Kwon, Lik-Hang Lee, Dimitris Chatzopoulos, and Pan Hui
TMC 2022
| PDF
| BibTex
| Link
Causal Analysis on the Anchor Store Effect in a Location-based Social Network
Anish Krishna Vallapuram, Young D. Kwon, Lik-Hang Lee, Fengli Xu, Pan Hui
ASONAM 2022
| PDF
| BibTex
| Link
Enabling On-Device Smartphone GPU based Training: Lessons Learned
Anish Das, Young D. Kwon, Jagmohan Chauhan, and Cecilia Mascolo
PerFail (PerCom 2022 Workshop)
| PDF
| BibTex
| Link
Exploring System Performance of Continual Learning for Mobile and Embedded Sensing Applications
Young D. Kwon, Jagmohan Chauhan, Abhishek Kumar, Pan Hui, and Cecilia Mascolo
SEC 2021
| PDF
| BibTex
| Link
Interpretable Business Survival Prediction
Anish Krishna Vallapuram, Nikhil Nanda, Young D. Kwon, and Pan Hui
ASONAM 2021
| PDF
| BibTex
| Link
IAN: Interpretable Attention Network for Churn Prediction in LBSNs
Liang-Yu Chen, Yutong Chen, Young D. Kwon, Youwen Kang, and Pan Hui
ASONAM 2021
| PDF
| BibTex
| Link
FastICARL: Fast Incremental Classifier and Representation Learning with Efficient Budget Allocation in Audio Sensing Applications
Young D. Kwon, Jagmohan Chauhan, and Cecilia Mascolo
Interspeech 2021
| PDF
| BibTex
| Link
Knowing when we do not know: Bayesian continual learning for sensing-based analysis tasks
Sandra Servia Rodriguez, Cecilia Mascolo, and Young D. Kwon
arXiv
| PDF
| BibTex
| Link
ContAuth: Continual Learning Framework for Behavioral-based User Authentication
Jagmohan Chauhan, Young D. Kwon, Pan Hui, and Cecilia Mascolo
IMWUT/UbiComp 2021
| PDF
| BibTex
| Link
Aquilis: Using Contextual Integrity for Privacy Protection on Mobile Devices
Abhishek Kumar, Tristan Braud, Young D. Kwon, and Pan Hui
IMWUT/UbiComp 2021
| PDF
| BibTex
| Link
Enemy at the Gate: Evolution of Twitter User's Polarization During National Crisis
Ehsan Ul Haq, Tristan Braud, Young D. Kwon, and Pan Hui
ASONAM 2020
| PDF
| BibTex
A Survey on Computational Politics
Ehsan Ul Haq, Tristan Braud, Young D. Kwon, and Pan Hui.
IEEE Access
| PDF
| BibTex
| Link
MyoKey: Surface Electromyography and Inertial Motion Sensing-based Text Entry in AR
Young D. Kwon, Kirill A. Shatilov, Lik-Hang Lee, Serkan Kumyol, Kit Yung Lam, Yui-Pan Yau, and Pan Hui
PerCom 2020 WIP
| PDF
| Slides
| BibTex
| Link
GeoLifecycle: User Engagement of Geographical Exploration and Churn Prediction in LBSNs
Young D. Kwon, Dimitris Chatzopoulos, Ehsan Ul Haq, Raymond Chi-Wing Wong, and Pan Hui.
IMWUT/UbiComp 2019
| PDF
| Slides
| BibTex
| Link
Effects of Ego Networks and Communities on Self-Disclosure in an Online Social Network
Young D. Kwon, Reza Hadi Mogavi, Ehsan Ul Haq, Youngjin Kwon, Xiaojuan Ma, and Pan Hui
ASONAM 2019
| PDF
| Slides
| BibTex
| Link
UbiComp/ISWC 2019: A Post-Conference Summary Report
Young D. Kwon, Mohammed Khwaja, Neille-Ann H. Tan, Marla Narazani, Mikolaj P. Wozniak, Arshad Nasser, Rahul Majethia, Lucy Van Kleunen, Victoria Neumann, and Rajkarn Singh
IEEE Pervasive Computing, 2019 (Impact Factor: 3.813)
| PDF
| BibTex
| Link
Optimising DNN Processing on Extremely Resource-Limited Devices
Research Intern (Advisor: Dr. Stylianos I. Venieris, Dr. Rui Li, and Prof. Nicholas D. Lane
) · Apr. 2022 ~ Apr. 2023
Incremental Learning on Resource-constrained Devices
Research Assistant (Advisor: Dr. Jagmohan Chauhan and Prof. Cecilia Mascolo
) · Jul. 2020 ~ Sep. 2020
A Study of Applying Neural Networks on a Database
Research Assistant (Advisor:
Prof. Dimitris Papadias
) · Feb. 2020 ~ Jun. 2020
Computer Laboratory at the University of Cambridge
Visiting Research Student (Advisor:
Dr. Jagmohan Chauhan and Prof. Cecilia Mascolo
) · Jul. 2019 ~ Dec. 2019
User Engagement Analysis and Churn Prediction with LBSN Datasets
Postgraduate Research Stduent (Advisor:
Prof. Raymond Wong
and Prof. Pan Hui) · Aug. 2018 ~ Present
HKUST-DT System and Media Laboratory at HKUST
Postgraduate Research Stduent (Advisor: Prof. Pan Hui) · Aug. 2017 ~ Present
Information & Intelligence System Lab. at SKKU
Research Intern (Advisor: Prof. Jee-Hyong Lee) · Sep. 2015 - June. 2016
Social Network Analysis Project with Social-Attribute Network Dataset of Google+
Undergraduate Research Student (Advisor: Prof. Pan Hui) · Feb. 2015 ~ June. 2015
Samsung Electronics Co., Ltd., Memory Business
Engineer (Full-time Employee)
· Jul. 2016 ~ Aug. 2017
Samsung Electronics Co., Ltd., Memory Business
Engineering Intern
· Jul. 2015 ~ Aug. 2015
Republic of Korea Air Force, Operational Command, 1st Fighter Wing
Staff Sergeant
· Feb. 2011 ~ Feb. 2013
Mentorship
Teaching Assistant
Technical Program Committee
Reviewer
Student Volunteer
Rowing - Won silver medal in HKUST Indoor Rowing Competition in Apr 2015
| photo
Rowing - Won bronze medal in 2015 Hong Kong China Rowing Association Coastal Rowing Championships in Mar 2015
| photo
Marathon - Completed half marathon (21.1km) 2 times in 2013 and 2014 (photo)
I love traveling to new places since I can meet entirely new people with different perspectives towards lives, worlds, etc.
You can check countries I have visited here in this web page