FLUX reconstructs longitudinal transport and recovers interpretable regime structure from unpaired biological snapshots by combining geometry-aware flow matching with mixture-of-experts velocity decomposition.
Advances in Neural Information Processing Systems (NeurIPS) , volume=
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UFCOD extracts Path Energy and Dynamics Energy from diffusion trajectories to perform few-shot OOD detection across unrelated domains with one fixed model.
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FLUX: Geometry-Aware Longitudinal Flow Matching with Mixture of Experts
FLUX reconstructs longitudinal transport and recovers interpretable regime structure from unpaired biological snapshots by combining geometry-aware flow matching with mixture-of-experts velocity decomposition.
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Geometry over Density: Few-Shot Cross-Domain OOD Detection
UFCOD extracts Path Energy and Dynamics Energy from diffusion trajectories to perform few-shot OOD detection across unrelated domains with one fixed model.