Author

Anastasia Ailamaki

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Preprint Oct 2026

Tile-Based Decompression in Compiled GPU Engines

Modern GPUs reach record analytical performance only when a query's working set fits within its GPU memory budget, and that budget is under growing pressure: GPUs are partitioned and shared, working sets are outgrowing high-bandwidth memory (HBM), and HBM is a fixed on-device resource whose per-dollar capacity has stag...

Antonio Boffa, Ananya Gupta, Hamish Nicholson et al. · 0 citations

The Free Lunch Has a Queue: Characterizing On-chip Compression Accelerators for Analytics

It is found that hardware offload is not a universal replacement for CPU compression, and compression should be scheduled dynamically: route blocks by codec, operation, size, and accelerator load; cap per-device sub-mission concurrency; and fall back to software when offload is unsupported or saturated.

Yi Jiang, Antonio Boffa, Hamish Nicholson et al. · 0 citations