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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MFFM chains residual-calibrated flow matching steps across fidelity levels, conditioning each on the low-fidelity input so that L deterministic network evaluations produce a fine-grid PDE solution.
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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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Multi-Fidelity Flow Matching: Cascaded Refinement of PDE Solutions
MFFM chains residual-calibrated flow matching steps across fidelity levels, conditioning each on the low-fidelity input so that L deterministic network evaluations produce a fine-grid PDE solution.