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TileMaxSim: Roofline Regimes and Compression Limits for Fused GPU MaxSim Scoring
MaxSim scoring dominates the cost of multi-vector retrieval. Several groups built fused GPU kernels for it independently during 2026, and all report one measure of success: the fraction of peak memory bandwidth reached. That measure assumes the operator is limited by the bytes it moves. We show the
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