About me

I’m a Ph.D student at Machine Learning and Artificial Intelligence (MLAI) lab in KAIST, under the supervision of Prof. Sung Ju Hwang. I finished my B.S. degree at SKKU in 2016, and M.S. degree at KAIST in 2018.

My research interest includes:

Preprints

Online Hyperparameter Meta-Learning with Hypergradient Distillation
[paper]
Hae Beom Lee, Hayeon Lee, Jaewoong Shin, Eunho Yang, Timothy Hospedales, Sung Ju Hwang
arXiv, 2021

HELP: Hardware-Adaptive Efficient Latency Predictor for NAS via Meta-Learning
[paper]
Hayeon Lee*, Sewoong Lee*, Song Chong, Sung Ju Hwang
(*: equal contribution)
NeurIPS 2021, Spotlight Presentation (acceptance < 3%) (To be appear)
Task-Adaptive Neural Network Retrieval with Meta-Contrastive Learning
[paper]
Wonyong Jeong*, Hayeon Lee*, Gun Park*, Eunyoung Hyung, Jinheon Baek, Sung Ju Hwang
(*: equal contribution)
NeurIPS 2021, Spotlight Presentation (acceptance < 3%) (To be appear)
Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets
[paper] [code]
Hayeon Lee*, Eunyoung Hyung*, Sung Ju Hwang
(*: equal contribution)
ICLR 2021
Learning to Balance: Bayesian Meta-Learning for Imbalanced and Out-of-distribution Tasks
[paper] [code]
Hae Beom Lee*, Hayeon Lee*, Donghyun Na*, Saehoon Kim, Minseop Park, Eunho Yang, Sung Ju Hwang
(*: equal contribution)
ICLR 2020, Oral Presentation (acceptance = 48/2594 = 1.9%)

"Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets"
- @ Samsung Electronics DS DIT Center, Korea, April 2021