I am an AI Researcher for drug discovery at Voronoi Inc. I received my PhD from the Graduate School of AI, KAIST, co-advised by Juho Lee and Hongseok Yang. I am interested in geometric deep learning and AI4Science.

Publications

(* Equal contribution)

• Jonggeon Park*, Giung Nam*, Hyunsu Kim, Jongmin Yoon, Juho Lee,
  ICML 2025, Ensemble Distribution Distillation via Flow Matching
• Yegon Kim, Hyunsu Kim, Gyeonghoon Ko, Juho Lee,
  ICML 2025, Active Learning with Selective Time-Step Acquisition for PDEs
• Hyunsu Kim, Giung Nam, Chulhee Yun, Hongseok Yang, Juho Lee,
  ICLR 2025, Parameter Expanded Stochastic Gradient Markov Chain Monte Carlo
• Gyeonghoon Ko, Hyunsu Kim, Juho Lee,
  NeurIPS 2024, Learning Infinitesimal Generators of Continuous Symmetries from Data
• Hyunsu Kim, Yegon Kim, Hongseok Yang, Juho Lee,
  ICML 2024, Variational Partial Group Convolutions for Input-Aware Partial Equivariance of Rotations and Color-Shifts
• Hyunsu Kim*, Jongmin Yoon*, Juho Lee,
  ICLR 2024, Fast Ensembling with Diffusion Schrödinger Bridge
• Seunghyun Kim*, Hyunsu Kim*, Eungu Yun*, Hwangrae Lee, Jaehun Lee, Juho Lee,
  ICML 2023, Probabilistic imputation for time-series classification with missing data
• Hyunsu Kim, Hyungi Lee, Hongseok Yang, Juho Lee,
  ICML 2023, Regularizing towards soft equivariance under mixed symmetries,
• Hyunsu Kim, Juho Lee, Hongseok Yang,
  AABI 2020, Adaptive strategy for resetting a non-stationary markov chain during learning via joint stochastic approximation

Experiences

• 2025.09-present, AI Researcher, Voronoi Inc.
• 2025.02-2025.06, Visiting Scholar, New York University
  • Axial Neural Networks for Dimension-Free Foundation Models with Joan Bruna
• 2025.02-2025.06, Visiting Scholar, New York University
  • Test Time Scaling for Neural Processes with Rajesh Ranganath and Kyunghyun Cho
• 2017.03-2018.08, Freelance Software Engineer, BABLABS
  • Flask-based Transaction Server Development

Honors and Awards

• 2019-2025, Government-Sponsored Graduate Scholarship - KAIST
• 2014-2018, The Presidential Science Scholarship - Government of South Korea
• 2014-2019, Full Undergraduate Scholarship - KAIST
• 2013, Honorable Mention - International Science and Engineering Fair (ISEF)
• 2013, 1st Prize - Korea Science and Engineering Fair (KSEF)
• 2009, Bronze Medal - Middle School Korea Biology Olympiad (KBO)

Educations

• 2021.09-2025.08, Ph.D. in Artificial Intelligence, KAIST
• 2019.03-2021.08, M.S. in Computer Science, KAIST
• 2014.03-2019.02, B.S. in Physics and Computer Science (Double Major), KAIST