Beyond Gradient Flow: Identifiability and Recovery from Distribution Snapshots

Nam D. Nguyen, Valeriya Malysheva

Inferring dynamics from snapshots of evolving distributions is fundamentally underdetermined: the Fokker-Planck equation constrains the drift $F$ only through its score-weighted di…