A calibrated inverse bound converts small finite-probe drift into a total-variation closeness certificate for distributions in a finite basis, with abstention when the observability margin is nonpositive.
With failure probabilityδ/(2D)for each one-sided inequality, rescaling back gives|ˆzρ−zρ|≤r ρ(δ)
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Finite-Probe Total-Variation Certificates for Finite-Basis Drifting Models
A calibrated inverse bound converts small finite-probe drift into a total-variation closeness certificate for distributions in a finite basis, with abstention when the observability margin is nonpositive.