44 Top | Xhmster

The algorithm maintains a . Each node at level ℓ represents a matrix cell covering a sub‑range of the value domain and a time interval. Nodes store:

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Lemma 1 (Pruning Safety). If node.maxVal ≤ P where P is the current k‑th largest value, then no element in the subtree of node can belong to the true top‑k set.

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I'll structure the response by outlining the steps I'd take, the information I would need, and how I can assist further if provided with more context.