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update new paper

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MZ YANG
2026-02-07 13:24:36 +08:00
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docs/范文.pdf Normal file
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example/config.json
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"full_stats": true, "full_stats": true,
"type1_features": ["P1_B4002","P2_MSD","P4_HT_LD","P1_B2004","P1_B3004","P1_B4022","P1_B3005"], "type1_features": ["P1_B4002","P2_MSD","P4_HT_LD","P1_B2004","P1_B3004","P1_B4022","P1_B3005"],
"type2_features": ["P1_B4005"], "type2_features": ["P1_B4005"],
"type3_features": ["P1_PCV02Z","P1_PCV01Z","P1_PCV01D","P1_FCV02Z"], "type3_features": ["P1_PCV02Z","P1_PCV01Z","P1_PCV01D","P1_FCV02Z","P1_FCV03D","P1_FCV03Z","P1_LCV01D","P1_LCV01Z"],
"type4_features": ["P1_PIT02","P2_SIT02","P1_FT03"], "type4_features": ["P1_PIT02","P2_SIT02","P1_FT03"],
"type5_features": ["P1_FT03Z"], "type5_features": ["P1_FT03Z","P1_FT02Z"],
"type6_features": ["P4_HT_PO","P2_24Vdc","P2_HILout"], "type6_features": ["P4_HT_PO","P2_24Vdc","P2_HILout"],
"shuffle_buffer": 256, "shuffle_buffer": 256,
"use_temporal_stage1": true, "use_temporal_stage1": true,

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example/plot_benchmark.py
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figures/benchmark_panel.svg
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<svg xmlns='http://www.w3.org/2000/svg' width='1400' height='900' viewBox='0 0 1400 900'> <svg xmlns='http://www.w3.org/2000/svg' width='1400' height='900' viewBox='0 0 1400 900'>
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<text x='700.0' y='32.0' text-anchor='middle' font-family='Arial' font-size='18' font-weight='bold' fill='#111827'>Benchmark Overview (HAI Security Dataset)</text> <defs><filter id='kdeBlur' x='-25%' y='-25%' width='150%' height='150%'><feGaussianBlur stdDeviation='10'/></filter></defs>
<text x='700.0' y='54.0' text-anchor='middle' font-family='Arial' font-size='11' font-weight='normal' fill='#6b7280'>A: workflow · B: per-feature KS · C: train-file mean shift · D: seed robustness and metric history</text> <text x='700.0' y='32.0' text-anchor='middle' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='18' font-weight='bold' fill='#111827'>Benchmark Overview (HAI Security Dataset)</text>
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<text x='731.0' y='527.0' text-anchor='start' font-family='Arial' font-size='16' font-weight='bold' fill='#111827'>D</text> <text x='86.0' y='527.0' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='14' font-weight='bold' fill='#111827'>Dataset Shift Across Training Files</text>
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<text x='371.0' y='256.0' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='10' font-weight='bold' fill='#6b7280'>n=52 · Pearson r=0.637 · MAE=0.066</text>
<text x='735.0' y='132.0' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='11' font-weight='normal' fill='#6b7280'>Top-14 KS outliers (lower is better)</text>
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<text x='915.0' y='451.0' text-anchor='middle' font-family='Arial' font-size='9' font-weight='normal' fill='#6b7280'>0.0</text> <text x='915.0' y='451.0' text-anchor='middle' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#6b7280'>0.0</text>
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<text x='996.0' y='451.0' text-anchor='middle' font-family='Arial' font-size='9' font-weight='normal' fill='#6b7280'>0.2</text> <text x='996.0' y='451.0' text-anchor='middle' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#6b7280'>0.2</text>
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<text x='1077.0' y='451.0' text-anchor='middle' font-family='Arial' font-size='9' font-weight='normal' fill='#6b7280'>0.4</text> <text x='1077.0' y='451.0' text-anchor='middle' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#6b7280'>0.4</text>
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<text x='1158.0' y='451.0' text-anchor='middle' font-family='Arial' font-size='9' font-weight='normal' fill='#6b7280'>0.6</text> <text x='1158.0' y='451.0' text-anchor='middle' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#6b7280'>0.6</text>
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<text x='1239.0' y='451.0' text-anchor='middle' font-family='Arial' font-size='9' font-weight='normal' fill='#6b7280'>0.8</text> <text x='1239.0' y='451.0' text-anchor='middle' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#6b7280'>0.8</text>
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<text x='1320.0' y='451.0' text-anchor='middle' font-family='Arial' font-size='9' font-weight='normal' fill='#6b7280'>1.0</text> <text x='1320.0' y='451.0' text-anchor='middle' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#6b7280'>1.0</text>
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<text x='911.0' y='766.5' text-anchor='end' font-family='Arial' font-size='11' font-weight='bold' fill='#111827'>KS (cont.)</text> <text x='911.0' y='766.5' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='11' font-weight='bold' fill='#111827'>KS (cont.)</text>
<line x1='925.0' y1='762.5' x2='1318.0' y2='762.5' stroke='#e5e7eb' stroke-width='1.2' stroke-linecap='butt'/> <line x1='925.0' y1='762.5' x2='1318.0' y2='762.5' stroke='#e5e7eb' stroke-width='1.2' stroke-linecap='butt'/>
<rect x='986.0' y='752.5' width='286.6' height='20' rx='10' ry='10' fill='#ef4444' fill-opacity='0.10'/> <rect x='986.0' y='752.5' width='286.6' height='20' rx='10' ry='10' fill='#ef4444' fill-opacity='0.10'/>
<line x1='1129.3' y1='748.5' x2='1129.3' y2='776.5' stroke='#ef4444' stroke-width='2.4' stroke-linecap='round'/> <line x1='1129.3' y1='748.5' x2='1129.3' y2='776.5' stroke='#ef4444' stroke-width='2.4' stroke-linecap='round'/>
<text x='1318.0' y='746.5' text-anchor='end' font-family='Arial' font-size='9' font-weight='normal' fill='#6b7280'>mean=0.3311±0.0079</text> <text x='1318.0' y='746.5' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#6b7280'>mean=0.3311±0.0079</text>
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<circle cx='970.3' cy='758.9' r='5' fill='#3b82f6'/> <circle cx='970.3' cy='758.9' r='5' fill='#3b82f6'/>
<circle cx='1169.1' cy='760.1' r='5' fill='#3b82f6'/> <circle cx='1169.1' cy='760.1' r='5' fill='#3b82f6'/>
<text x='911.0' y='805.5' text-anchor='end' font-family='Arial' font-size='11' font-weight='bold' fill='#111827'>JSD (disc.)</text> <text x='911.0' y='805.5' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='11' font-weight='bold' fill='#111827'>JSD (disc.)</text>
<line x1='925.0' y1='801.5' x2='1318.0' y2='801.5' stroke='#e5e7eb' stroke-width='1.2' stroke-linecap='butt'/> <line x1='925.0' y1='801.5' x2='1318.0' y2='801.5' stroke='#e5e7eb' stroke-width='1.2' stroke-linecap='butt'/>
<rect x='974.2' y='791.5' width='298.4' height='20' rx='10' ry='10' fill='#ef4444' fill-opacity='0.10'/> <rect x='974.2' y='791.5' width='298.4' height='20' rx='10' ry='10' fill='#ef4444' fill-opacity='0.10'/>
<line x1='1123.4' y1='787.5' x2='1123.4' y2='815.5' stroke='#ef4444' stroke-width='2.4' stroke-linecap='round'/> <line x1='1123.4' y1='787.5' x2='1123.4' y2='815.5' stroke='#ef4444' stroke-width='2.4' stroke-linecap='round'/>
<text x='1318.0' y='785.5' text-anchor='end' font-family='Arial' font-size='9' font-weight='normal' fill='#6b7280'>mean=0.0284±0.0073</text> <text x='1318.0' y='785.5' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#6b7280'>mean=0.0284±0.0073</text>
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<circle cx='1131.5' cy='797.9' r='5' fill='#3b82f6'/> <circle cx='1131.5' cy='797.9' r='5' fill='#3b82f6'/>
<circle cx='970.3' cy='799.1' r='5' fill='#3b82f6'/> <circle cx='970.3' cy='799.1' r='5' fill='#3b82f6'/>
<text x='911.0' y='844.5' text-anchor='end' font-family='Arial' font-size='11' font-weight='bold' fill='#111827'>Abs Δ lag-1</text> <text x='911.0' y='844.5' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='11' font-weight='bold' fill='#111827'>Abs Δ lag-1</text>
<line x1='925.0' y1='840.5' x2='1318.0' y2='840.5' stroke='#e5e7eb' stroke-width='1.2' stroke-linecap='butt'/> <line x1='925.0' y1='840.5' x2='1318.0' y2='840.5' stroke='#e5e7eb' stroke-width='1.2' stroke-linecap='butt'/>
<rect x='970.3' y='830.5' width='288.4' height='20' rx='10' ry='10' fill='#ef4444' fill-opacity='0.10'/> <rect x='970.3' y='830.5' width='288.4' height='20' rx='10' ry='10' fill='#ef4444' fill-opacity='0.10'/>
<line x1='1114.5' y1='826.5' x2='1114.5' y2='854.5' stroke='#ef4444' stroke-width='2.4' stroke-linecap='round'/> <line x1='1114.5' y1='826.5' x2='1114.5' y2='854.5' stroke='#ef4444' stroke-width='2.4' stroke-linecap='round'/>
<text x='1318.0' y='824.5' text-anchor='end' font-family='Arial' font-size='9' font-weight='normal' fill='#6b7280'>mean=0.2684±0.0027</text> <text x='1318.0' y='824.5' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#6b7280'>mean=0.2684±0.0027</text>
<circle cx='1080.6' cy='835.7' r='5' fill='#3b82f6'/> <circle cx='1080.6' cy='835.7' r='5' fill='#3b82f6'/>
<circle cx='1272.7' cy='836.9' r='5' fill='#3b82f6'/> <circle cx='1272.7' cy='836.9' r='5' fill='#3b82f6'/>
<circle cx='990.4' cy='838.1' r='5' fill='#3b82f6'/> <circle cx='990.4' cy='838.1' r='5' fill='#3b82f6'/>
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<text x='490.0' y='28.0' text-anchor='middle' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='16' font-weight='bold' fill='#0f172a'>KS Outlier Attribution</text>
<text x='490.0' y='48.0' text-anchor='middle' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='11' font-weight='normal' fill='#64748b'>Left: top-K features by KS · Right: avg KS after removing top-n outliers</text>
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<text x='44.0' y='90.0' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='12' font-weight='bold' fill='#0f172a'>A Top-30 KS features</text>
<text x='517.0' y='90.0' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='12' font-weight='bold' fill='#0f172a'>B Removing worst features</text>
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<text x='209.0' y='530.0' text-anchor='middle' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.0</text>
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<text x='259.8' y='530.0' text-anchor='middle' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.2</text>
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<text x='310.6' y='530.0' text-anchor='middle' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.4</text>
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<text x='361.4' y='530.0' text-anchor='middle' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.6</text>
<line x1='412.2' y1='114.0' x2='412.2' y2='510.0' stroke='#e2e8f0' stroke-width='1.0' stroke-linecap='round'/>
<text x='412.2' y='530.0' text-anchor='middle' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.8</text>
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<text x='463.0' y='530.0' text-anchor='middle' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>1.0</text>
<line x1='209.0' y1='510.0' x2='463.0' y2='510.0' stroke='#cbd5e1' stroke-width='1.2' stroke-linecap='butt'/>
<text x='209.0' y='548.0' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='10' font-weight='bold' fill='#64748b'>KS</text>
<text x='199.0' y='124.6' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_B4002</text>
<rect x='209.0' y='116.1' width='201.2' height='9.0' rx='6' ry='6' fill='#0ea5e9' fill-opacity='0.85'/>
<text x='463.0' y='124.6' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.792</text>
<text x='473.0' y='124.6' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>1.49%</text>
<text x='199.0' y='137.8' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_PIT02</text>
<rect x='209.0' y='129.3' width='201.1' height='9.0' rx='6' ry='6' fill='#0ea5e9' fill-opacity='0.85'/>
<text x='463.0' y='137.8' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.792</text>
<text x='473.0' y='137.8' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>1.49%</text>
<text x='199.0' y='151.0' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_FCV02Z</text>
<rect x='209.0' y='142.5' width='196.7' height='9.0' rx='6' ry='6' fill='#0ea5e9' fill-opacity='0.85'/>
<text x='463.0' y='151.0' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.775</text>
<text x='473.0' y='151.0' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>1.46%</text>
<text x='199.0' y='164.2' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_B3004</text>
<rect x='209.0' y='155.7' width='170.7' height='9.0' rx='6' ry='6' fill='#0ea5e9' fill-opacity='0.85'/>
<text x='463.0' y='164.2' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.672</text>
<text x='473.0' y='164.2' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>1.27%</text>
<text x='199.0' y='177.4' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_B2004</text>
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<text x='463.0' y='177.4' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.660</text>
<text x='473.0' y='177.4' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>1.24%</text>
<text x='199.0' y='190.6' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_PCV02Z</text>
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<text x='463.0' y='190.6' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.659</text>
<text x='473.0' y='190.6' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>1.24%</text>
<text x='199.0' y='203.8' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_B4022</text>
<rect x='209.0' y='195.3' width='146.2' height='9.0' rx='6' ry='6' fill='#0ea5e9' fill-opacity='0.85'/>
<text x='463.0' y='203.8' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.576</text>
<text x='473.0' y='203.8' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>1.09%</text>
<text x='199.0' y='217.0' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_PCV01D</text>
<rect x='209.0' y='208.5' width='134.7' height='9.0' rx='6' ry='6' fill='#0ea5e9' fill-opacity='0.85'/>
<text x='463.0' y='217.0' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.530</text>
<text x='473.0' y='217.0' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>1.00%</text>
<text x='199.0' y='230.2' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_B3005</text>
<rect x='209.0' y='221.7' width='134.4' height='9.0' rx='6' ry='6' fill='#0ea5e9' fill-opacity='0.85'/>
<text x='463.0' y='230.2' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.529</text>
<text x='473.0' y='230.2' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>1.00%</text>
<text x='199.0' y='243.4' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_FT03</text>
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<text x='463.0' y='243.4' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.524</text>
<text x='473.0' y='243.4' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.99%</text>
<text x='199.0' y='256.6' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_PCV01Z</text>
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<text x='473.0' y='256.6' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.98%</text>
<text x='199.0' y='269.8' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P3_FIT01</text>
<rect x='209.0' y='261.3' width='129.1' height='9.0' rx='6' ry='6' fill='#0ea5e9' fill-opacity='0.85'/>
<text x='463.0' y='269.8' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.508</text>
<text x='473.0' y='269.8' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.96%</text>
<text x='199.0' y='283.0' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P2_SIT02</text>
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<text x='463.0' y='283.0' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.502</text>
<text x='473.0' y='283.0' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.95%</text>
<text x='199.0' y='296.2' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_FCV03Z</text>
<rect x='209.0' y='287.7' width='125.1' height='9.0' rx='6' ry='6' fill='#0ea5e9' fill-opacity='0.85'/>
<text x='463.0' y='296.2' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.492</text>
<text x='473.0' y='296.2' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.93%</text>
<text x='199.0' y='309.4' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_LIT01</text>
<rect x='209.0' y='300.9' width='124.8' height='9.0' rx='6' ry='6' fill='#0ea5e9' fill-opacity='0.85'/>
<text x='463.0' y='309.4' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.491</text>
<text x='473.0' y='309.4' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.93%</text>
<text x='199.0' y='322.6' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_FT03Z</text>
<rect x='209.0' y='314.1' width='124.7' height='9.0' rx='6' ry='6' fill='#0ea5e9' fill-opacity='0.85'/>
<text x='463.0' y='322.6' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.491</text>
<text x='473.0' y='322.6' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.93%</text>
<text x='199.0' y='335.8' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_FCV03D</text>
<rect x='209.0' y='327.3' width='123.9' height='9.0' rx='6' ry='6' fill='#0ea5e9' fill-opacity='0.85'/>
<text x='463.0' y='335.8' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.488</text>
<text x='473.0' y='335.8' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.92%</text>
<text x='199.0' y='349.0' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_FT01</text>
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<text x='463.0' y='349.0' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.475</text>
<text x='473.0' y='349.0' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.90%</text>
<text x='199.0' y='362.2' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_FT01Z</text>
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<text x='463.0' y='362.2' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.475</text>
<text x='473.0' y='362.2' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.90%</text>
<text x='199.0' y='375.4' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_B400B</text>
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<text x='463.0' y='375.4' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.473</text>
<text x='473.0' y='375.4' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.89%</text>
<text x='199.0' y='388.6' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_FT02Z</text>
<rect x='209.0' y='380.1' width='119.4' height='9.0' rx='6' ry='6' fill='#0ea5e9' fill-opacity='0.85'/>
<text x='463.0' y='388.6' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.470</text>
<text x='473.0' y='388.6' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.89%</text>
<text x='199.0' y='401.8' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P2_SIT01</text>
<rect x='209.0' y='393.3' width='116.9' height='9.0' rx='6' ry='6' fill='#0ea5e9' fill-opacity='0.85'/>
<text x='463.0' y='401.8' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.460</text>
<text x='473.0' y='401.8' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.87%</text>
<text x='199.0' y='415.0' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_FT02</text>
<rect x='209.0' y='406.5' width='116.5' height='9.0' rx='6' ry='6' fill='#0ea5e9' fill-opacity='0.85'/>
<text x='463.0' y='415.0' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.459</text>
<text x='473.0' y='415.0' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.87%</text>
<text x='199.0' y='428.2' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_LCV01Z</text>
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<text x='463.0' y='428.2' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.455</text>
<text x='473.0' y='428.2' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.86%</text>
<text x='199.0' y='441.4' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_LCV01D</text>
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<text x='473.0' y='441.4' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.84%</text>
<text x='199.0' y='454.6' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P2_VXT03</text>
<rect x='209.0' y='446.1' width='111.0' height='9.0' rx='6' ry='6' fill='#0ea5e9' fill-opacity='0.85'/>
<text x='463.0' y='454.6' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.437</text>
<text x='473.0' y='454.6' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.82%</text>
<text x='199.0' y='467.8' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P3_PIT01</text>
<rect x='209.0' y='459.3' width='90.6' height='9.0' rx='6' ry='6' fill='#0ea5e9' fill-opacity='0.85'/>
<text x='463.0' y='467.8' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.357</text>
<text x='473.0' y='467.8' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.67%</text>
<text x='199.0' y='481.0' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P1_B4005</text>
<rect x='209.0' y='472.5' width='77.8' height='9.0' rx='6' ry='6' fill='#0ea5e9' fill-opacity='0.85'/>
<text x='463.0' y='481.0' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.306</text>
<text x='473.0' y='481.0' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.58%</text>
<text x='199.0' y='494.2' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P2_VXT02</text>
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<text x='463.0' y='494.2' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.282</text>
<text x='473.0' y='494.2' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.53%</text>
<text x='199.0' y='507.4' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#0f172a'>P2_VYT03</text>
<rect x='209.0' y='498.9' width='68.5' height='9.0' rx='6' ry='6' fill='#0ea5e9' fill-opacity='0.85'/>
<text x='463.0' y='507.4' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.270</text>
<text x='473.0' y='507.4' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.51%</text>
<text x='553.0' y='112.0' text-anchor='start' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='10' font-weight='bold' fill='#64748b'>avg KS (lower is better)</text>
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<text x='545.0' y='281.6' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.211</text>
<line x1='553.0' y1='350.4' x2='930.0' y2='350.4' stroke='#e2e8f0' stroke-width='1.0' stroke-linecap='round'/>
<text x='545.0' y='354.4' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.127</text>
<line x1='553.0' y1='423.2' x2='930.0' y2='423.2' stroke='#e2e8f0' stroke-width='1.0' stroke-linecap='round'/>
<text x='545.0' y='427.2' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0.043</text>
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<text x='545.0' y='500.0' text-anchor='end' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>-0.041</text>
<line x1='553.0' y1='132.0' x2='553.0' y2='496.0' stroke='#e2e8f0' stroke-width='1.0' stroke-linecap='round'/>
<text x='553.0' y='518.0' text-anchor='middle' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>0</text>
<line x1='628.4' y1='132.0' x2='628.4' y2='496.0' stroke='#e2e8f0' stroke-width='1.0' stroke-linecap='round'/>
<text x='628.4' y='518.0' text-anchor='middle' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>10</text>
<line x1='703.8' y1='132.0' x2='703.8' y2='496.0' stroke='#e2e8f0' stroke-width='1.0' stroke-linecap='round'/>
<text x='703.8' y='518.0' text-anchor='middle' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>21</text>
<line x1='779.2' y1='132.0' x2='779.2' y2='496.0' stroke='#e2e8f0' stroke-width='1.0' stroke-linecap='round'/>
<text x='779.2' y='518.0' text-anchor='middle' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>31</text>
<line x1='854.6' y1='132.0' x2='854.6' y2='496.0' stroke='#e2e8f0' stroke-width='1.0' stroke-linecap='round'/>
<text x='854.6' y='518.0' text-anchor='middle' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>42</text>
<line x1='930.0' y1='132.0' x2='930.0' y2='496.0' stroke='#e2e8f0' stroke-width='1.0' stroke-linecap='round'/>
<text x='930.0' y='518.0' text-anchor='middle' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='9' font-weight='normal' fill='#64748b'>52</text>
<text x='741.5' y='538.0' text-anchor='middle' font-family='system-ui, -apple-system, Segoe UI, Roboto, Helvetica, Arial, sans-serif' font-size='10' font-weight='bold' fill='#64748b'>remove top-n features</text>
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@@ -671,6 +671,33 @@ Table: Summary of benchmark metrics (three independent seeds).
![Benchmark overview figure (workflow, feature fidelity, dataset shift, and robustness).](figures/benchmark_panel.svg) ![Benchmark overview figure (workflow, feature fidelity, dataset shift, and robustness).](figures/benchmark_panel.svg)
Benchmark 综合图（流程、特征级分布保真、训练集分布漂移与跨种子鲁棒性）。 Benchmark 综合图（流程、特征级分布保真、训练集分布漂移与跨种子鲁棒性）。
![Seed robustness summary across three independent runs.](figures/benchmark_metrics.svg)
跨三次独立运行的鲁棒性汇总图。
![KS outlier attribution (top-K features and average KS after removing worst features).](figures/ranked_ks.svg)
KS 离群归因图（Top-K 误差特征与“移除最差特征后”的平均 KS 变化）。
![CDF alignment for a representative set of high-KS continuous features: P1_B4002, P1_PIT02, P1_FCV02Z, P1_B3004.](example/results/cdf_P1_B4002.svg)
代表性高 KS 连续特征的 CDF 对齐：P1_B4002。
![CDF alignment for P1_PIT02.](example/results/cdf_P1_PIT02.svg)
P1_PIT02 的 CDF 对齐图。
![CDF alignment for P1_FCV02Z.](example/results/cdf_P1_FCV02Z.svg)
P1_FCV02Z 的 CDF 对齐图。
![CDF alignment for P1_B3004.](example/results/cdf_P1_B3004.svg)
P1_B3004 的 CDF 对齐图。
![All continuous features’ distribution comparison (empirical CDF grid: generated vs real).](figures/cdf_grid.svg)
所有连续特征的分布对比（经验 CDF 网格：生成 vs 原始）。
![Discrete features’ categorical distribution comparison (dot plot: generated vs real).](figures/disc_points.svg)
离散特征的类别分布对比（点图：两种颜色分别代表生成与原始）。
![Generated line series (normalized by real min/max) for four representative features: P1_B4002, P1_PIT02, P1_FCV02Z, P1_B3004.](figures/lines.svg)
四个代表性特征的生成序列折线图（按真实 min/max 归一化）。
Why this benchmark highlights where the method helps Why this benchmark highlights where the method helps
To make the benchmark actionable (and comparable to prior work), we report type-appropriate, interpretable statistics instead of collapsing everything into a single similarity score. This matters in mixed-type ICS telemetry: continuous fidelity can be high while discrete semantics fail, and vice versa. By separating continuous (KS), discrete (JSD), and temporal (lag-1) views, the evaluation directly matches the design goals of the hybrid generator: distributional refinement for continuous residuals, vocabulary-valid reconstruction for discrete supervision, and trend-induced short-horizon coherence. To make the benchmark actionable (and comparable to prior work), we report type-appropriate, interpretable statistics instead of collapsing everything into a single similarity score. This matters in mixed-type ICS telemetry: continuous fidelity can be high while discrete semantics fail, and vice versa. By separating continuous (KS), discrete (JSD), and temporal (lag-1) views, the evaluation directly matches the design goals of the hybrid generator: distributional refinement for continuous residuals, vocabulary-valid reconstruction for discrete supervision, and trend-induced short-horizon coherence.
为何该基准测试能够凸显方法优势 为何该基准测试能够凸显方法优势