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Under review as a conference paper at ICLR 2027

When Does the Move Algebra Guide Search? A Two-Certificate Calculus for Operator Non-Commutativity in Local Search

Abstract

Local search evaluates the objective at neighboring states to decide where to move or restart. Can the move set itself help make those decisions? We measure how far apart two moves take a state when applied in opposite orders. This non-commutativity defect needs no objective evaluations; its counterpart compares at the two resulting states. We identify two conditions necessary to credit a gain to this signal. Under coupling, differences in track the geometric disagreement. Under non-redundancy, cannot be recovered from the current and one-step neighbor values already available to standard local search. We test these conditions on three classes. On SAT, the signal is an exact function of one-step values. On TSP with 2-opt moves, is constant across tours. Both conditions hold on NK landscapes, yet standard NK shows no speed-up: states near the optimum do not carry more signal than average states. On an engineered NK family that satisfies this additional condition, -weighted draws from a basin-balanced restart pool require about 40% fewer restarts than uniform draws and 10–19% fewer than an equal-evaluation random two-step control. These counts exclude pool-scoring cost. Two of the three pre-search conditions can be decided before search, identifying cases where a gain cannot be credited to new information from the move set.

open until 14 Dec 2026

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

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