A quadratic self-test loss derived from the weak-form evolution equation allows robust learning of particle interaction potentials directly from unlabeled data without trajectory recovery.
Recurrent graph optimal transport for learning 3d flow motion in particle tracking.Nature Machine Intelligence, 5(5):505–517
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Learning interacting particle systems from unlabeled data
A quadratic self-test loss derived from the weak-form evolution equation allows robust learning of particle interaction potentials directly from unlabeled data without trajectory recovery.