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abstention 1conformal prediction 1contamination certification 1deployment shift 1multi-domain retrieval 1n-1 contingency screening 1power flow analysis 1reranker-agnostic 1risk budgeting 1risk control 1selective verification 1

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cs.LG2026

Certified Domain Consistency for Multi-Domain Retrieval: Label-Free Per-Domain Contamination Control with Conformal Risk Guarantees

Jayakumar Manoharan

The paper proposes C3R, a plug‑in layer for multi‑domain retrieval systems that uses inferred domain posteriors to certify per‑domain contamination budgets with conformal risk guar…