publications

(*) denotes equal contribution, (‡) denotes equal advising.

2025

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    A Foundational Brain Dynamics Model via Stochastic Optimal Control
    Joonhyeong Park*, Byoungwoo Park*, Chang-Bae Bang, Jungwon Choi, Hyungjin Chung, Byung-Hoon Kim‡, and Juho Lee‡
    Preprint

    PDF
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    Amortized Control of Continuous State Space Feynman-Kac Model for Irregular Time Series
    Byoungwoo Park, Hyungi Lee, and Juho Lee
    International Conference on Learning Representations (ICLR), 2025
    Oral Presentation at ICLR [Top 1.8%]
    NeurIPS 2024 Workshop on Bayesian Decision-making and Uncertainty
    PDF Code

2024

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    Stochastic Optimal Control for Diffusion Bridges in Function Spaces
    Byoungwoo Park, Jungwon Choi, Sungbin Lim‡, and Juho Lee‡
    Advances in Neural Information Processing Systems (NeurIPS), 2024

    PDF Code

2023

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    Nerual Stochastic Differential Games for Time-Series Analysis
    Sungwoo Park*, Byoungwoo Park*, Moontae Lee, and Changhee Lee
    International Conference on Machine Learning (ICML), 2023

    PDF Code Page