Juq-325 ✪ <ORIGINAL>

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| Workload | Baseline (ARM Cortex‑A78, 5 W) | JUQ‑325 (Full Heterogeneous) | Energy‑Delay Product (EDP) Improvement | |----------|-------------------------------|------------------------------|----------------------------------------| | MobileNet‑V2 | 3.2 ms latency, 4.1 J energy | , 3.5 J | 1.8× | | BERT‑tiny | 12.4 ms, 9.8 J | 6.7 ms , 7.2 J | 2.1× | | GNN (traffic) | 28.9 ms, 18.0 J | 15.3 ms , 12.3 J | 2.4× |

When contrasted with a state‑of‑the‑art edge AI ASIC (e.g., Google Edge TPU v3), JUQ‑325 matches or exceeds performance on the same power envelope, while offering : developers can toggle quantum kernels on a per‑model basis without redesigning hardware.