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arXiv stat.ML · Papers

Identifiability Limits of Physics-Informed Inference for Spatial Stochastic Dynamics from Static Snapshots

arXiv:2607.01749v1 Announce Type: cross Abstract: Despite increasing scale and resolution, many biological measurements remain destructive, revealing only spatial information rather than the dynamics it encodes. By combining flexible representations with mechanistic constraints, physics-informed machine learning offers