Sungwoo Park

Mean-Field Neural Differential Equations: A Game-Theoretic Approach to Sequence Prediction

Poisson-Algebraic Parallel Scan: A fast symplectic framework for neural Hamiltonians

Horizontal Diffusion Models: Riemannian Score-based Generative Modeling via Frame-Connection Geometry

Neural Hamiltonian Diffusions for Modeling Structured Geometric Dynamics

Mean-field Continuous Sequence Predictors

Training-free Detection of AI-generated Images via High-frequency Influence