publications

In reversed chronological order

2024

  1. arXiv
    Enhancing Gaussian Process Surrogates for Optimization and Posterior Approximation via Random Exploration
    Hwanwoo Kim, and Daniel Sanz-Alonso
    Under Review, 2024
    arXiv
  2. ICLR
    ReTaSA: A Nonparametric Functional Estimation Approach for Addressing Continuous Target Shift
    Hwanwoo Kim, Xin Zhang, Jiwei Zhao, and Qinglong Tian
    International Conference on Learning Representations, 2024
    arXiv
  3. SIMODS
    Optimization on Manifolds via Graph Gaussian Processes
    Hwanwoo Kim, Daniel Sanz-Alonso, and Ruiyi Yang
    SIAM Journal on Mathematics of Data Science, 2024
    arXiv HTML

2023

  1. FoDS
    Hierarchical Ensemble Kalman Methods with Sparsity-Promoting Generalized Gamma Hyperpriors
    Hwanwoo Kim, Daniel Sanz-Alonso, and Alexander Strang
    Foundation of Data Science, 2023
    arXiv HTML Code
  2. AISTATS
    Plus/Minus the Learning Rate: Easy and Scalable Inference with SGD
    Jerry Chee, Hwanwoo Kim, and Panos Toulis
    International Conference on Artificial Intelligence and Statistics, 2023
    HTML Code

2022

  1. JUQ
    A Variational Inference Approach to Inverse Problems with Gamma Hyperpriors
    Shiv Agrawal, Hwanwoo Kim, Daniel Sanz-Alonso, and Alexander Strang
    SIAM/ASA Journal of Uncertainty Quantification, 2022
    arXiv HTML Code
  2. IP
    Graph-based prior and forward models for inverse problems on manifolds with boundaries
    John Harlim, Shixiao W Jiang, Hwanwoo Kim, and Daniel Sanz-Alonso
    Inverse Problems, 2022
    HTML

2019

  1. IWMS
    High-Dimensional Regression Under Correlated Design: An Extensive Simulation Study
    S Ejaz Ahmed, Hwanwoo Kim, Gökhan Yıldırım, and Bahadır Yüzbaşı
    International Workshop on Matrices and Statistics, 2019
    HTML

2016

  1. SIURO
    A sample size calculator for SMART pilot studies
    Hwanwoo Kim, Edward Ionides, and Daniel Almirall
    SIAM Undergraduate Research Online, 2016
    HTML Code

2015

  1. The Conditional Distribution of the Eigenvalues of the Ginibre Ensemble
    Hwanwoo Kim, and Eugene Siegel
    Technical Report, 2015
    PDF