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On Local Population-Risk Certificates

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arXiv:2606. 19147v1 Announce Type: new Abstract: This paper develops local certificates for population-risk increments around a current model.

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Authors: Mingzhi Song
Released: 2026-06-18 (1mo ago)
Topic: Related to current project
Relation to my work: Read next because On Local Population-Risk Certificates overlaps with experiment "Add C2 control arm (donor sees marker_B without marker_A) to disambiguate paired-marker binding from marker_B leaking alone", experiment "#351 follow-up: broader-vocab position-0 sweep at T=1.0 + position-1 suffix isolation", experiment "Language-mismatch LoRA SFT on Qwen2.5-7B leaks the trained completion language into bystander directives the model was never trained on, absent under same-language SFT (LOW confidence)". Matching terms: control, candidate, model. Source: arxiv stat.ML (Machine Learning).
arXiv: 2606.19147

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