이선우 프로필 사진

이선우

LEE, SUN WOO

단과대학

소프트웨어융합대학

컴퓨터공학과

Web Of Science Scopus ORCID

자료 필터

자료유형

발행연도

2018 ~ 2026
2018 2026

키워드

언어

선택된 필터

  • article
  • book

전체 25건 중 11번부터 20번까지의 결과를 표시합니다.

2024
Article

Embracing Federated Learning: Enabling Weak Client Participation via Partial Model Training

  • Lee, Sunwoo ; 
  • Zhang, Tuo ; 
  • Prakash, Saurav ; 
  • Niu, Yue ; 
  • Avestimehr, Salman
  • 2024-12
  • IEEE Transactions on Mobile Computing
  • Institute of Electrical and Electronics Engineers
Article

Layer-wise Adaptive Gradient Norm Penalizing Method for Efficient and Accurate Deep Learning

  • 2024
  • PROCEEDINGS OF THE 30TH ACM SIGKDD CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING, KDD 2024
  • ASSOC COMPUTING MACHINERY
2023
Article

Partial model averaging in Federated Learning: Performance guarantees and benefits

  • Lee, Sunwoo ; 
  • Sahu, Anit Kumar ; 
  • He, Chaoyang ; 
  • Avestimehr, Salman
  • 2023-11-01
  • Neurocomputing
  • Elsevier BV
Article

Achieving small-batch accuracy with large-batch scalability via Hessian-aware learning rate adjustment

  • 2023-01
  • Neural Networks
  • Pergamon Press Ltd.
Article

FedAudio: A Federated Learning Benchmark for Audio Tasks

  • Zhang, Tuo ; 
  • Feng, Tiantian ; 
  • Alam, Samiul ; 
  • Zhang, Mi ; 
  • Narayanan, Shrikanth S. ; 
  • ... Lee, Sunwoo ; 
  • 외 1명
  • 2023
  • ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
  • Institute of Electrical and Electronics Engineers Inc.
Article

mL-BFGS: A Momentum-based L-BFGS for Distributed Large-Scale Neural Network Optimization

  • Niu, Yue ; 
  • Fabian, Zalan ; 
  • Lee, Sunwoo ; 
  • Soltanolkotabi, Mahdi ; 
  • Avestimehr, Salman
  • 2023
  • Transactions on Machine Learning Research (TMLR)
  • OpenReview.net
Article

Overcoming Resource Constraints in Federated Learning: Large Models Can Be Trained with only Weak Clients

  • Niu, Yue ; 
  • Prakash, Saurav ; 
  • Kundu, Souvik ; 
  • Lee, Sunwoo ; 
  • Avestimehr, Salman
  • 2023
  • Transactions on Machine Learning Research (TMLR)
  • OpenReview.net
Article

TimelyFL: Heterogeneity-aware Asynchronous Federated Learning with Adaptive Partial Training

  • Zhang, Tuo ; 
  • Gao, Lei ; 
  • Lee, Sunwoo ; 
  • Zhang, Mi ; 
  • Avestimehr, Salman
  • 2023
  • IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops
  • IEEE
Article

Layer-Wise Adaptive Model Aggregation for Scalable Federated Learning

  • 2023
  • Proceedings of the AAAI Conference on Artificial Intelligence
  • Association for the Advancement of Artificial Intelligence
2022
Article

Variance-aware weight quantization of multi-level resistive switching devices based on Pt/LaAlO3/SrTiO3 heterostructures

  • Lee, Sunwoo ; 
  • Jeon, Jaeyoung ; 
  • Eom, Kitae ; 
  • Jeong, Chaehwa ; 
  • Yang, Yongsoo ; 
  • 외 3명
  • 2022-05-31
  • Scientific Reports
  • Nature Publishing Group