Xhmster 44 Top Jun 2026

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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. xhmster 44 top

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Posted on April 15, 2026

| Dataset | Method | Avg. Latency (ms) | Throughput (M updates/s) | Relative Error | |---------|--------|-------------------|--------------------------|----------------| | Gaussian | | 0.41 | 12.7 | 0.8 % | | | Heap‑Top | 5.23 | 1.3 | 0 % | | | Count‑Sketch‑Top | 0.68 | 9.5 | 2.3 % | | | Space‑Saving‑Top | 0.55 | 10.1 | 1.7 % | | Zipf | XHMster 44‑Top | 0.38 | 13.1 | 0.9 % | | | Heap‑Top | 4.97 | 1.4 | 0 % | | | Count‑Sketch‑Top | 0.71 | 9.2 | 2.5 % | | | Space‑Saving‑Top | 0.58 | 9.8 | 2.0 % | | Click‑stream | XHMster 44‑Top | 0.44 | 12.3 | 1.1 % | | | Heap‑Top | 5.11 | 1.2 | 0 % | | | Count‑Sketch‑Top | 0.73 | 8.9 | 2.8 % | | | Space‑Saving‑Top | 0.62 | 9.3 | 2.2 % |

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