소진현
So, JinhyunDepartment of Electrical Engineering and Computer Science
학력
- 2017 ~ 2022University of Southern California 박사
경력
- 2021 ~ 2024Samsung Cellular and Multimedia Lab, San Diego / Staff Research Engineer
- 2020 ~ 2021Microsoft Research / Ph.D. Research Intern
- 2012 ~ 2017삼성전자 / System Engineer
수상실적
연구실 소개
- Distributed Artificial Intelligence Laboratory
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Distributed AI Lab is a research lab in the Department of Electrical Engineering and Computer Science (EECS) at Daegu Gyeongbuk Institute of Science & Technology (DGIST) in South Korea. We investigate how multiple data owners (e.g., hospitals, financial institutions, mobile users) can jointly train machine learning models while (1) enabling efficient and scalable training, (2) keeping their individual datasets private from the other parties, (3) enabling generalisation across heterogeneous systems/users, and (4) providing robustness against malicious behaviour of adversarial users, and (5) mitigating data scarcity and statistical drift.
Related Keyword
- "Stable olfactory receptor activation across odor complexity", iScience, v.28, no.11
- "LightVeriFL: A Lightweight and Verifiable Secure Aggregation for Federated Learning", Buyukates, Baturalp. (2024-04). LightVeriFL: A Lightweight and Verifiable Secure Aggregation for Federated Learning. IEEE Journal on Selected Areas in Information Theory, 5, 285–301. doi: 10.1109/JSAIT.2024.3391849
