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trajectory-integrated AUPRC on the Checkerboard for the analytical variance estimators

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Flowing with Confidence

stat.ML · 2026-05-18 · unverdicted · novelty 6.0

FMwC computes per-sample confidence scores for flow matching models via closed-form propagation of input-dependent multiplicative noise variance along the sampling ODE, supporting filtering, editing, and adaptive stepping.

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  • Flowing with Confidence stat.ML · 2026-05-18 · unverdicted · none · ref 21

    FMwC computes per-sample confidence scores for flow matching models via closed-form propagation of input-dependent multiplicative noise variance along the sampling ODE, supporting filtering, editing, and adaptive stepping.