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Under review as a conference paper at ICLR 2027

Record-Edit Robustness under Shared Corruption Budgets

Abstract

Damaged audit records can make a report ambiguous, reverse it, or leave it without a compatible explanation. When missing and incorrect fields share a damage budget, resolving ambiguity requires excluding a label while retaining a feasible world. We characterize this coupled optimization for fixed finite worlds and binary labels. Our key insight is to choose one world compatible with the final record. Any edit reaching a singleton report can be replaced by writes that agree with this survivor and by deletions, without increasing cost or introducing any edited field outside the original edit set. This survivor-aligned normal form preserves both the minimum cost of reaching a singleton target and whether a protected field set blocks that target within the edit budget. We establish its charging boundary and show when a cumulative damage guarantee permits pure deletion. On the same distance-two tables, ordinary anchoring is fixed-parameter tractable in anchor size, whereas shared-budget resolution is W[1]-hard in budget. A supplied narrow joint program provides a tractable route to exact computation. Independently checked computations examine the structure and its costs. A measured recovery case exhausts all six equal-cost field protections: delaying the first nonempty report change and blocking an opposite definite report have no common optimum. Thus the reporting contract determines both edit structure and protection requirements.

open until 14 Dec 2026

est. 32% chance this paper gets accepted at ICLR 2027.

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