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Under review as a conference paper at ICLR 2027

OutageMatch: Equal Missingness Does Not Preserve Selective-Sensing Decisions

Abstract

Two sensor-loss timelines can hide the same number of observations while presenting different decisions: independent misses repeatedly reset cache age, whereas a recoverable burst restricts when stale evidence can be refreshed. OutageMatch turns this distinction into an evaluation protocol by representing availability, evidence age, and reacquisition legality, declaring the trajectory statistics preserved by each counterfactual, and separating process transformations from state-observability ablations. Its operator sequence first exposes where Bernoulli matching fails: exact-count and joint-state controls recover MUSIC-AVQA points by restoring realized counts and same-step co-failure statistics before the persistent path is considered. In the direct attribution test, replacing recoverable bursts with rate-matched Bernoulli masks lowers accuracy by points (95% CI [2.70, 3.10]), while controller removal lowers it by points ([0.60, 1.00]); the resulting control-attribution gap (CAG) is points ([1.92, 2.28]). Habitat ObjectNav yields the same comparison in SPL, with a CAG of ([0.0121, 0.0139]). As a process-aligned selective-sensing system, OutageMatch reaches accuracy and SPL, improving over a shared-interface POMCP planner by point and SPL with fewer requests. Thus the missingness rate alone does not define a valid control when sensing value depends on the path to recovery.

open until 14 Dec 2026

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

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