Giung Nam

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 16

Top Topics

Transfer Learning

Ensemble Selection

Discriminative Classifiers

Avoid Overfitting

Top Venues

Publications

Giung Nam, Byeongho Heo, Juho Lee
Lipsum-FT: Robust Fine-Tuning of Zero-Shot Models Using Random Text Guidance. ICLR (2024)
Hyungi Lee, Giung Nam, Edwin Fong, Juho Lee
Enhancing Transfer Learning with Flexible Nonparametric Posterior Sampling. CoRR (2024)
Hyungi Lee, Giung Nam, Edwin Fong, Juho Lee
Enhancing Transfer Learning with Flexible Nonparametric Posterior Sampling. ICLR (2024)
Moonseok Choi, Hyungi Lee, Giung Nam, Juho Lee
Sparse Weight Averaging with Multiple Particles for Iterative Magnitude Pruning. ICLR (2024)
Giung Nam, Byeongho Heo, Juho Lee
Lipsum-FT: Robust Fine-Tuning of Zero-Shot Models Using Random Text Guidance. CoRR (2024)
Hyungi Lee, Eunggu Yun, Giung Nam, Edwin Fong, Juho Lee
Martingale Posterior Neural Processes. CoRR (2023)
Moonseok Choi, Hyungi Lee, Giung Nam, Juho Lee
SWAMP: Sparse Weight Averaging with Multiple Particles for Iterative Magnitude Pruning. CoRR (2023)
Eunggu Yun, Hyungi Lee, Giung Nam, Juho Lee
Traversing Between Modes in Function Space for Fast Ensembling. CoRR (2023)
Eunggu Yun, Hyungi Lee, Giung Nam, Juho Lee
Traversing Between Modes in Function Space for Fast Ensembling. ICML (2023)
Giung Nam, Sunguk Jang, Juho Lee
Decoupled Training for Long-Tailed Classification With Stochastic Representations. CoRR (2023)
Giung Nam, Sunguk Jang, Juho Lee
Decoupled Training for Long-Tailed Classification With Stochastic Representations. ICLR (2023)
Hyungi Lee, Eunggu Yun, Giung Nam, Edwin Fong, Juho Lee
Martingale Posterior Neural Processes. ICLR (2023)
Giung Nam, Hyungi Lee, Byeongho Heo, Juho Lee
Improving Ensemble Distillation With Weight Averaging and Diversifying Perturbation. CoRR (2022)
Giung Nam, Hyungi Lee, Byeongho Heo, Juho Lee
Improving Ensemble Distillation With Weight Averaging and Diversifying Perturbation. ICML (2022)
Giung Nam, Jongmin Yoon, Yoonho Lee, Juho Lee
Diversity Matters When Learning From Ensembles. CoRR (2021)
Giung Nam, Jongmin Yoon, Yoonho Lee, Juho Lee
Diversity Matters When Learning From Ensembles. NeurIPS (2021)