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Giosue Migliorini

2 accepted papers

2024

Dynamic Conditional Optimal Transport through Simulation-Free Flows

NeurIPS 2024poster

We study the geometry of conditional optimal transport (COT) and prove a dynamic formulation which generalizes the Benamou-Brenier Theorem. Equipped with these tools, we propose a simulation-free flow-based method for conditional generative modeling. Our method couples an arbitrary source distributi…