Conditional Generative Modeling

Shortest-Path Flow Matching with Mixture-Conditioned Bases for OOD Generalization to Unseen Conditions
SP-FM introduces a shortest-path flow-matching framework with mixture-conditioned bases to improve out-of-distribution generalization in conditional generative modeling, enabling better extrapolation to unseen conditions.
Andrea Rubbi, Amir Akbarnejad, Mohammad Vali Sanian, Aryan Yazdan Parast, Hesam Asadollahzadeh, Arian Amani, Naveed Akhtar, Sarah Cooper, Andrew Bassett, Pietro Liò, Lassi Paavolainen, Sattar Vakili, Mo Lotfollahi
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Shortest-Path Flow Matching with Mixture-Conditioned Bases for OOD Generalization to Unseen Conditions