449 citations
- Seoul National UniversityKR15 papers
- Korea Advanced Institute of Science and TechnologyKR7 papers
- Institute for Basic ScienceKR5 papers
- Korea Institute for Advanced StudyKR5 papers
- Korea UniversityKR5 papers
- Pohang University of Science and TechnologyKR5 papers
- Korea Institute of Science and TechnologyKR4 papers
- Korea University of Science and TechnologyKR4 papers
- Lawrence Berkeley National LaboratoryUS4 papers
- Dongduk Women's UniversityKR3 papers
- Oak Ridge National LaboratoryUS3 papers
- Pennsylvania State UniversityUS3 papers
Showing cs.LGShow all
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cs.LG2025★ 2 cited
GC-Fed: Gradient Centralized Federated Learning with Partial Client Participation
Jungwon Seo, Ferhat Ozgur Catak, Chunming Rong +2
Federated Learning (FL) enables privacy-preserving multi-source information fusion (MSIF) but is challenged by client drift in highly heterogeneous data settings. Many existing dri…
cs.LG2020★ 42 cited
Idle Vehicle Relocation Strategy through Deep Learning for Shared Autonomous Electric Vehicle System Optimization
Seongsin Kim, Ungki Lee, Ikjin Lee +1
In optimization of a shared autonomous electric vehicle (SAEV) system, idle vehicle relocation strategies are important to reduce operation costs and customers' wait time. However,…
cs.LG2019★ 449 cited
Deep Generative Design: Integration of Topology Optimization and Generative Models
Sangeun Oh, Yongsu Jung, Seongsin Kim +2
Deep learning has recently been applied to various research areas of design optimization. This study presents the need and effectiveness of adopting deep learning for generative de…