Juq379 -

| Benchmark | Classical Baseline (GPU) | JUQ‑379 (Hybrid) | Speed‑up | Energy Efficiency* | |-----------|--------------------------|------------------|----------|--------------------| | | 0.78 s (NVIDIA H100) | 0.62 s | 1.26× | 1.12× | | Quantum Approximate Optimization Algorithm (QAOA) – Max‑Cut (50‑node) | 12.3 s (IBM Q System One) | 3.1 s | 4.0× | 5.2× | | Hybrid Monte‑Carlo (Finance) | 4.8 s (CPU‑only) | 1.9 s | 2.5× | 2.8× | | Neural‑Network Inference (ResNet‑152) | 12.5 ms (TPU v4) | 10.3 ms | 1.21× | 1.15× | | Mid‑Circuit Error‑Corrected Grover Search (5‑qubit) | 1.4 s (Rigetti Aspen‑10) | 0.38 s | 3.7× | 4.3× |

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