Publications
Conferences
PANGEA: Projection-Based Augmentation with Non-Relevant General Data for Enhanced Domain Adaptation in LLMs
Seungyoo Lee, Giung Nam, Moonseok Choi, Hyungi Lee*, Juho Lee*
* Equal Corresponding
NeurIPS2025 (To appear)Test Time Scaling for Neural Processes
Hyungi Lee, Moonseok Choi, Hyunsu Kim, Kyunghyun Cho, Rajesh Ranganath, Juho Lee
NeurIPS2025 (To appear)Reliable Decision-Making via Calibration-Oriented Retrieval-Augmented Generation
Chaeyun Jang, Deukhwan Cho, Seanie Lee, Hyungi Lee*, Juho Lee*
* Equal Corresponding
NeurIPS2025 (To appear)Compact Memory for Continual Logistic Regression
Yohan Jung, Hyungi Lee, Wenlong Chen, Thomas Mollenhoff, Yingzhen Li, Juho Lee, Mohammad Emtiyaz Khan
NeurIPS2025 (To appear)Dimension Agnostic Neural Processess
Hyungi Lee, Chaeyun Jang, Dong Bok Lee, Juho Lee
ICLR 2025Variational Bayesian Pseudo-Coreset
Hyungi Lee, Seungyoo Lee, Juho Lee
ICLR 2025Amortized Control of Continuous State Space Feynman-Kac Model for Irregular Time Series
Byoungwoo Park, Hyungi Lee, Juho Lee
ICLR 2025Model Fusion through Bayesian Optimization in Language Model Fine-Tuning
Chaeyun Jang*, Hyungi Lee*, Jungtaek Kim, Juho Lee
* Equal contribution
NeurIPS 2024 (spotlight)Enhancing Transfer Learning with Flexible Nonparametric Posterior Sampling
Hyungi Lee*, Giung Nam*, Edwin Fong, Juho Lee
* Equal contribution
ICLR 2024Sparse Weight Averaging with Multiple Particles for Iterative Magitude Pruning
Moonseok Choi*, Hyungi Lee*, Giung Nam*, Juho Lee
* Equal contribution
ICLR 2024Function Space Bayesian Pseudocoreset for Bayesian Neural Networks
Balhae Kim, Hyungi Lee, Juho Lee
NeurIPS 2023Traversing Between Modes in Function Space for Fast Ensembling
Eunggu Yun*, Hyungi Lee*, Giung Nam*, Juho Lee
* Equal contribution
ICML 2023Regularizing Towards Soft Equivariance Under Mixed Symmetries
Hyunsu Kim, Hyungi Lee, Hongseok Yang, Juho Lee
ICML 2023Martingale Posterior Neural Processes
Hyungi Lee, Eunggu Yun, Giung Nam, Edwin Fong, Juho Lee
ICLR 2023 (spotlight)Improving ensemble distillation with weight averaging and diversifying perturbation
Giung Nam, Hyungi Lee, Byeongho Heo, Juho Lee
ICML 2022Scale Mixture of Neural Network Gaussian Processes
Hyungi Lee, Eunggu Yun, Hongseok Yang, Juho Lee
ICLR 2022
Workshop
Efficient Modeling of Irregular Time-Series with Stochastic Optimal Control
Byoungwoo Park*, Hyungi Lee*, Juho Lee
*Equal contribution
NeurIPS 2024 Workshop Bayesian Decision-making and UncertaintyFunction Space Bayesian Pseudocoreset for Bayesian Neural Networks
Balhae Kim, Hyungi Lee, Juho Lee
ICML 2023 WorkshopModel Fusion through Bayesian Optimization in Language Model Fine-Tuning
Chaeyun Jang, Jungtaek Kim, Hyungi Lee, Juho Lee
The 3rd NeurIPS Workshop on Efficient Natural Language and Speech Processing (ENLSP)Verbalized Confidence Triggers Self-Verification: Emergent Behavior Without Explicit Reasoning Supervision
Chaeyun Jang, Moonseok Choi, Yegon Kim, Hyungi Lee, Juho Lee
ICML 2025 R2-FM Workshop