HyperX is the first end-to-end FPGA accelerator for Nyström-based HDC graph classification, delivering 6.85× speedup and 169× energy efficiency over CPU baselines plus 3.4% average accuracy gain on TUDataset benchmarks.
Autosa: A polyhedral compiler for high-performance systolic arrays on fpga,
2 Pith papers cite this work. Polarity classification is still indexing.
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FireBridge enables cycle-accurate hardware-firmware co-verification in standard simulators using randomized memory bridges, delivering up to 50x faster debug iterations than FPGA-based flows for accelerators such as systolic arrays and CGRAs.
citing papers explorer
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Efficient and Accurate Graph Classification with Hyperdimensional Computing on FPGA
HyperX is the first end-to-end FPGA accelerator for Nyström-based HDC graph classification, delivering 6.85× speedup and 169× energy efficiency over CPU baselines plus 3.4% average accuracy gain on TUDataset benchmarks.
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FireBridge: Cycle-Accurate Hardware + Firmware Co-Verification for Modern Accelerators
FireBridge enables cycle-accurate hardware-firmware co-verification in standard simulators using randomized memory bridges, delivering up to 50x faster debug iterations than FPGA-based flows for accelerators such as systolic arrays and CGRAs.