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Edge AI Lab @ Yonsei

Edge AI Lab @ Yonsei

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Yonsei University · Computer Science

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Professor

Prof. 한동준

Professor's page · publications

About

한동준 교수 연구실(Edge AI Lab @ Yonsei)은 연세대 소속으로, 분산·연합학습과 온디바이스 AI, 무선 네트워크를 결합해 LLM·멀티모달 AI를 엣지 기기(모바일·IoT)에서 확장 가능하고 신뢰할 수 있으며 효율적으로 동작시키는 알고리즘을 연구한다. 엣지-클라우드 LLM 추론 오프로딩으로 ACM MobiHoc 2025 최우수 논문 후보에 올랐다.

Research keywords

분산/연합학습온디바이스 AI신뢰가능한 AI효율적인 AI무선 네트워크

Recent papers

From OpenAlex · papers whose author affiliation matches this university

Selected publications

  • Federated Sketching LoRA: A Flexible Framework for Heterogeneous Collaborative Fine-Tuning of LLMsICML · 2026
  • Identifying Robust Neural Pathways: Few-Shot Adversarial Mask Tuning for Vision-Language ModelsICLR · 2026
  • Local-Cloud Inference Offloading for LLMs in Multi-Modal, Multi-Task, Multi-Dialogue SettingsACM MobiHoc · 2025
  • Hierarchical Federated Learning with Multi-Timescale Gradient CorrectionNeurIPS · 2024
  • Orchestrating Federated Learning in Space-Air-Ground Integrated NetworksIEEE JSAC · 2024
  • StableFDG: Style and Attention Based Learning for Federated Domain GeneralizationNeurIPS · 2023

Labs doing related research

Labs that recently published on topics this lab's recent papers share

Shared topic: Topic Modeling

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