Kyuwon Kim

📚 Research Interests

• Enhancing Generalization in Over-Parametrized Generative Models
• Minimax Optimization

📄 Publications

• Open Problem: Is There a First-Order Method that Only Converges to Local Minimax Optima?
  Jiseok Chae, Kyuwon Kim, Donghwan Kim
  Conference on Learning Theory (COLT), 2023.
• Two-timescale Extragradient for Finding Local Minimax Points
  Jiseok Chae, Kyuwon Kim, Donghwan Kim
  International Conference on Learning Representations (ICLR), 2024.
• Double-Step Alternating Extragradient with Increasing Timescale Separation for Finding Local Minimax Points: Provable Improvements
  Kyuwon Kim, Donghwan Kim
  International Conference on Machine Learning (ICML), 2024.
• Rethinking Memorization–Generalization Trade-Off in Generative Models
  Jiseok Chae*, Kyuwon Kim*, Donghwan Kim
  High-dimensional Learning Dynamics (HiLD) Workshop at International Conference on Machine Learning (ICML), 2025.

📬 Contact

Google Scholar | Email