Introduction

I’m a Ph.D. student at Machine Learning and Artificial Intelligence (MLAI) Lab in Korea Advanced Institute of Science and Technology (KAIST), under the supervision of Prof. Sung Ju Hwang. I finished the B.S. degree at UNIST in 2016 and the M.S. degree at UNIST in 2018 under the supervision of Prof. Sung Ju Hwang.
 

 


My research interests focus on:

  • Lifelong-able (Online) Continual Learning

  • On-device Federated Learning

  • Neural Architecture Search

  • Un/Semi-supervised Learning

  • Scalable/Efficient Deep Neural Network Models and Algorithms

  • Biologically Plausible Neural Networks

 

Publications/Preprints

Wonyong Jeong, Jaehong Yoon, Eunho Yang, and Sung Ju Hwang
Federated Learning Workshop @
International Conference on Machine Learning (ICML), 2020

Keyword: Federated Learning, Semi-supervised Learning

Jaehong Yoon, Saehoon Kim, Eunho Yang, and Sung Ju Hwang
International Conference on Learning Representation
(ICLR), 2020

Keyword: Continual Learning, Lifelong Learning, Task-order Sensitivity

Jaehong Yoon, Eunho Yang, Jeongtae Lee, and Sung Ju Hwang
International Conference on Learning Representation
(ICLR), 2018

Keyword: Continual Learning, Lifelong Learning, Dynamic Network Expansion

Jaehong Yoon and Sung Ju Hwang
International Conference on Machine Learning
(ICML), 2017

Keyword: Structured Sparsity, Network Sparsification, Efficient Deep Neural Networks

 

Juho Lee, Saehoon Kim, Jaehong Yoon, Hae Beom Lee, Eunho Yang, and Sung Ju Hwang
Arxiv, 2018

Keyword: Bayesian Pruning, Input-dependent Sparsifcation, Efficient Deep Neural Networks

Jaehong Yoon*, Wonyong Jeong*, Giwoong Lee, Eunho Yang, and Sung Ju Hwang
Lifelong Machine Learning Workshop @ International Conference on Machine Learning
(ICML), 2020

Keyword: Federated Learning, Continual Learning, Multi-client Distributed Learning

Minyoung Song, Jaehong Yoon, Eunho Yang, and Sung Ju Hwang
Arxiv, 2020

Keyword: Network Compression, Efficient Training/Inference, Meta Learning

Invited Talks

"Lifelong Learning with Dynamically Expandable Networks"

  • Samsung SDS, Korea, Sep. 2019

  • Tech. talk, NAVER corp., Korea, July. 2018

  • Tech. Open Congress(T-T.O.C.), SK-Telecom, Korea, Mar. 2018

"Combined Group and Exclusive Sparsity for Deep Neural Networks"

  • Korea Software Congress(KSC), Korea, Dec. 2017

 

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