Showing 2026Show all
2 papers · 1 filter
stat.ML2026
Another Look at Log-PCA for Probability Measures: A Dynamical Formulation and Statistical Convergence
Peng Xu, Changbo Zhu, Young-Heon Kim +1
This paper is concerned with learning principal variations of random probability measures on under the Wasserstein geometry. We introduce a new dynamical formulation…
cs.CV2026
Safety-Guided Flow (SGF): A Unified Framework for Negative Guidance in Safe Generation
Mingyu Kim, Young-Heon Kim, Mijung Park
Safety mechanisms for diffusion and flow models have recently been developed along two distinct paths. In robot planning, control barrier functions are employed to guide generative…