Extended flow matching: a method of conditional generation with generalized continuity equation
The task of conditional generation is one of the most important applications of generative
models, and numerous methods have been developed to date based on the celebrated flow …
models, and numerous methods have been developed to date based on the celebrated flow …
Rapid parameter estimation for merging massive black hole binaries using continuous normalizing flows
B Liang, M Du, H Wang, Y Xu, C Liu… - Machine Learning …, 2024 - iopscience.iop.org
Detecting the coalescences of massive black hole binaries (MBHBs) is one of the primary
targets for space-based gravitational wave observatories such as laser interferometer space …
targets for space-based gravitational wave observatories such as laser interferometer space …
Learning Optimal and Interpretable Summary Statistics of Galaxy Catalogs with SBI
How much cosmological information can we reliably extract from existing and upcoming
large-scale structure observations? Many summary statistics fall short in describing the non …
large-scale structure observations? Many summary statistics fall short in describing the non …
Dynamic Conditional Optimal Transport through Simulation-Free Flows
We study the geometry of conditional optimal transport (COT) and prove a dynamical
formulation which generalizes the Benamou-Brenier Theorem. With these tools, we propose …
formulation which generalizes the Benamou-Brenier Theorem. With these tools, we propose …