Jaehyoung Jeong

I am a Ph.D. candidate at IRRLAB, GIST. My research focuses on building the mathematical foundations of machine learning, specifically exploring Representation Learning and Geometric Deep Learning.

My current research interests include:

• Disentanglement in latent spaces.
• Combinatorial Generalization for robust AI.
• Integrating ODE and Differential Geometry into generative frameworks.
• Explainable AI through Singular Learning Theory.

I will be at ICLR 2026 in Rio to present "Symmetric Space Learning for Combinatorial Generalization". Let's connect and discuss AI and Mathematics!