3 papers
stat.ML2025
Multi-Marginal Schrödinger Bridge Matching
Byoungwoo Park, Juho Lee
Understanding the continuous evolution of populations from discrete temporal snapshots is a critical research challenge, particularly in fields like developmental biology and syste…
cs.LG2025
Improving Constrained Language Generation via Self-Distilled Twisted Sequential Monte Carlo
Sooyeon Kim, Giung Nam, Byoungwoo Park +1
Recent work has framed constrained text generation with autoregressive language models as a probabilistic inference problem. Among these, Zhao et al. (2024) introduced a promising…
cs.LG2025
A Foundational Brain Dynamics Model via Stochastic Optimal Control
Joonhyeong Park, Byoungwoo Park, Chang-Bae Bang +4
We introduce a foundational model for brain dynamics that utilizes stochastic optimal control (SOC) and amortized inference. Our method features a continuous-discrete state space m…