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== <span style="color: #FFFFFF;">Evaluating</span> == Honest QML evaluation requires: # '''Fair classical comparison''': compare against strong classical baselines (not weak ones); QML has limited demonstrated advantages. # '''Problem scaling''': show how performance scales with problem size; quantum advantage is often only at large scale (which NISQ can't reach). # '''Wall-clock time''': include quantum hardware runtime, calibration, and queue time in latency comparisons. # '''Noise sensitivity''': report how performance degrades with realistic noise levels, not just ideal simulations. Expert practitioners in QML are skeptical of claimed advantages until validated on real hardware at meaningful problem scale. </div> <div style="background-color: #2F4F4F; color: #FFFFFF; padding: 20px; border-radius: 8px; margin-bottom: 15px;">
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