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When conflicting retrieved memories mask each other's negative utility from standard ablations, cooperative Shapley attribution can resolve the deadlock to boost agent task recovery by 25.5 percentage points.
A novel approach that boosts LTV prediction for billions of low-activity users by transforming sparse profiles into actionable insights without heavy LLM reliance.