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Publications

2026

Safety-Guided Flow (SGF): A Unified Framework for Negative Guidance in Safe Generation

Mingyu Kim, Young-Heon Kim and Mijung Park

International Conference on Learning Representations (ICLR) 2026, Rio de Janeiro. Oral Presentation (Top 1.2% of ~19,000 submissions)

[paper] [code]

2025

Training-Free Safe Denoisers For Safe Use of Diffusion Models

Mingyu Kim*, Dongjun Kim*, Amman Yusuf, Stefano Ermon and Mijung Park

Advances in Neural Information Processing Systems (NeurIPS) 2025, San Diego

[paper] [code]

Factorized Multi-Resolution HashGrid for Efficient Neural Radiance Fields: Execution on Edge-Devices and Large Scale Environments

Jun-Seong Kim*, Mingyu Kim*, Geon-U Kim, Tae-Hyun Oh† and Jin-Hwa Kim† (*: Co-first authors, †: Co-corresponding authors)

International Conference on Robotics & Automation (ICRA) 2025, Atlanta. IEEE Robotics and Automation Letters, 2024

[paper]

Bayesian Principles Improve Prompt Learning In Vision-Language Models

Mingyu Kim*, Jongwoo Ko* and Mijung Park

International Conference on Artificial Intelligence and Statistics (AISTATS) 2025, Mai Khao

[paper] [code]

2024

Synergistic Integration of Coordinate Network and Tensorial Feature for Improving Neural Radiance Fields from Sparse Inputs

Mingyu Kim, Jun-Seong Kim, Se-Young Yun† and Jin-Hwa Kim† (†: Co-corresponding authors)

International Conference on Machine Learning (ICML) 2024, Vienna

[paper] [code]

2023

The StarCraft Multi-Agent Exploration Challenges : Learning Multi-Stage Tasks and Environmental Factors without Precise Reward Functions

Mingyu Kim*, Jihwan Oh*, Yongsik Lee, Joonkee Kim, SeongHwan Kim, Song Chong and Se-Young Yun

IEEE Access, Vol. 11, 2023

[paper] [code]

PolarGAN: Creating Realistic Arctic Sea Ice Concentration Images with User-Defined Geometric Preferences

Mingyu Kim, Jaekyeong Lee, Leechan Choi and Minjoo Choi

Engineering Applications of Artificial Intelligence, Vol. 126, 2023

[paper]

Meta-learning Amidst Heterogeneity and Ambiguity

KyeongRyeol Go, Mingyu Kim, and Se-young Yun

IEEE Access, Vol. 11, 2023

[paper]

2022

Neural Processes with Stochastic Attention: Paying more attention to the context dataset

Mingyu Kim, Kyeong Ryeol Go and Se-Young Yun

International Conference on Learning Representations (ICLR) 2022, Virtual

[paper] [code]

2015

Simplified welding distortion analysis for fillet welding using composite shell elements

Mingyu Kim, Minseok Kang and Hyun Chung

International Journal of Naval Architecture and Ocean Engineering, Vol. 7(3), 2015

[paper]

2014

Optimization of P.E area division and arrangement based on product mix

Sanghwan Kim, Mingyu Kim and Hyun Chung

Journal of Marine Science and Technology, Vol. 19(4), 2014

[paper]