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<title>latent-inspector: elephant_sample_image.jpg</title>
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<body>
<h1>latent-inspector</h1>
<div class="panel">
<p>Image: <code>elephant_sample_image.jpg</code></p>
<div class="stats-grid">
<div class="stat-card"><span>Models analysed</span><strong>4</strong></div>
<div class="stat-card"><span>Pairwise comparisons</span><strong>6</strong></div>
<div class="stat-card"><span>Validated reports</span><strong>4</strong></div>
</div>
</div>
<div class="panel">
<h2>Highlights</h2>
<div class="chip-grid"><article class="chip-card"><strong>Highest effective rank</strong><p>dinov2-vit-l14: 60/1024</p></article>
<article class="chip-card"><strong>Highest patch entropy</strong><p>ijepa-vit-h14: 2.89</p></article>
<article class="chip-card"><strong>Most top-heavy variance</strong><p>eupe-vit-b16: 87.0%</p></article>
<article class="chip-card"><strong>Strongest CKA alignment</strong><p>dinov2-vit-l14 ↔ vjepa2-vitl-img16-256: 0.495</p></article>
<article class="chip-card"><strong>Weakest CKA alignment</strong><p>vjepa2-vitl-img16-256 ↔ eupe-vit-b16: 0.103</p></article>
<article class="chip-card"><strong>Highest neighborhood overlap</strong><p>dinov2-vit-l14 ↔ vjepa2-vitl-img16-256: 0.366</p></article>
<article class="chip-card"><strong>Strongest patch correspondence</strong><p>dinov2-vit-l14 ↔ vjepa2-vitl-img16-256: 0.053</p></article></div>
</div>
<div class="panel">
<h2>Per-model metrics</h2>
<table>
<thead>
<tr>
<th>Model</th>
<th>Repr. rank</th>
<th>Dead dims</th>
<th>Patch entropy</th>
<th>Attention Gini</th>
<th>CLS L2 norm</th>
<th>Top-10 var%</th>
<th>Components@90%</th>
<th>Patch isotropy</th>
<th>Patch uniformity</th>
<th>Spatial coherence</th>
<th>RankMe</th>
<th>Spectral decay</th>
</tr>
</thead>
<tbody>
<tr><td>dinov2-vit-l14</td><td>60/1024</td><td>0</td><td>2.52</td><td>N/A</td><td>46.3</td><td>66.8%</td><td>31</td><td>0.796</td><td>-2.70</td><td>0.574</td><td>51.5</td><td>1.27</td></tr>
<tr><td>ijepa-vit-h14</td><td>44/1280</td><td>0</td><td>2.89</td><td>N/A</td><td>N/A</td><td>72.7%</td><td>22</td><td>0.788</td><td>-2.72</td><td>0.532</td><td>46.6</td><td>1.59</td></tr>
<tr><td>vjepa2-vitl-img16-256</td><td>51/1024</td><td>0</td><td>2.89</td><td>N/A</td><td>N/A</td><td>71.4%</td><td>29</td><td>0.417</td><td>-1.51</td><td>0.809</td><td>50.1</td><td>1.29</td></tr>
<tr><td>eupe-vit-b16</td><td>22/768</td><td>0</td><td>2.81</td><td>N/A</td><td>14.9</td><td>87.0%</td><td>13</td><td>0.376</td><td>-1.23</td><td>0.913</td><td>38.5</td><td>1.82</td></tr>
</tbody>
</table>
</div>
<div class="panel">
<h2>Cross-model comparison</h2>
<table>
<thead>
<tr>
<th>Model A</th>
<th>Model B</th>
<th>Patch alignment</th>
<th>CLS cosine sim</th>
<th>Linear CKA</th>
<th>k-NN overlap (k=10)</th>
<th>Mean patch corr.</th>
<th>Metric caveats</th>
</tr>
</thead>
<tbody>
<tr><td>dinov2-vit-l14</td><td>ijepa-vit-h14</td><td>256 shared patches</td><td>N/A</td><td>0.329</td><td>0.278</td><td>N/A</td><td>CLS cosine similarity: Unavailable because only one model exposes a CLS token.<br/>Mean patch correspondence: Unavailable because embedding dimensions differ (1024 vs 1280).</td></tr>
<tr><td>dinov2-vit-l14</td><td>vjepa2-vitl-img16-256</td><td>256 shared patches</td><td>N/A</td><td>0.495</td><td>0.366</td><td>0.053</td><td>CLS cosine similarity: Unavailable because only one model exposes a CLS token.</td></tr>
<tr><td>dinov2-vit-l14</td><td>eupe-vit-b16</td><td>196 shared patches (from 256 vs 196)</td><td>N/A</td><td>0.150</td><td>0.168</td><td>N/A</td><td>Patch alignment: Compared the first 196 shared patches because the models expose different patch grids (256 vs 196).<br/>CLS cosine similarity: Unavailable because CLS dimensions differ (1024 vs 768).<br/>Mean patch correspondence: Unavailable because embedding dimensions differ (1024 vs 768).</td></tr>
<tr><td>ijepa-vit-h14</td><td>vjepa2-vitl-img16-256</td><td>256 shared patches</td><td>N/A</td><td>0.381</td><td>0.311</td><td>N/A</td><td>CLS cosine similarity: Unavailable because neither model exposes a CLS token.<br/>Mean patch correspondence: Unavailable because embedding dimensions differ (1280 vs 1024).</td></tr>
<tr><td>ijepa-vit-h14</td><td>eupe-vit-b16</td><td>196 shared patches (from 256 vs 196)</td><td>N/A</td><td>0.115</td><td>0.122</td><td>N/A</td><td>Patch alignment: Compared the first 196 shared patches because the models expose different patch grids (256 vs 196).<br/>CLS cosine similarity: Unavailable because only one model exposes a CLS token.<br/>Mean patch correspondence: Unavailable because embedding dimensions differ (1280 vs 768).</td></tr>
<tr><td>vjepa2-vitl-img16-256</td><td>eupe-vit-b16</td><td>196 shared patches (from 256 vs 196)</td><td>N/A</td><td>0.103</td><td>0.226</td><td>N/A</td><td>Patch alignment: Compared the first 196 shared patches because the models expose different patch grids (256 vs 196).<br/>CLS cosine similarity: Unavailable because only one model exposes a CLS token.<br/>Mean patch correspondence: Unavailable because embedding dimensions differ (1024 vs 768).</td></tr>
</tbody>
</table>
</div>
<div class="panel">
<h2>Pairwise matrices</h2>
<div class="matrix-grid"><article class="matrix-card"><h3>CLS cosine similarity</h3><p class="caveat"><strong>Comparable model pairs:</strong> 0/6</p><p class="caveat"><strong>Unavailable pairs:</strong> 6</p><p class="caveat">x4 Unavailable because only one model exposes a CLS token.</p><p class="caveat">x1 Unavailable because CLS dimensions differ (1024 vs 768).</p><p class="caveat">x1 Unavailable because neither model exposes a CLS token.</p><table><thead><tr><th></th><th>dinov2-vit-l14</th><th>ijepa-vit-h14</th><th>vjepa2-vitl-img16-256</th><th>eupe-vit-b16</th></tr></thead><tbody><tr><th>dinov2-vit-l14</th><td>1.000</td><td>N/A</td><td>N/A</td><td>N/A</td></tr><tr><th>ijepa-vit-h14</th><td>N/A</td><td>N/A</td><td>N/A</td><td>N/A</td></tr><tr><th>vjepa2-vitl-img16-256</th><td>N/A</td><td>N/A</td><td>N/A</td><td>N/A</td></tr><tr><th>eupe-vit-b16</th><td>N/A</td><td>N/A</td><td>N/A</td><td>1.000</td></tr></tbody></table></article>
<article class="matrix-card"><h3>Linear CKA</h3><p class="caveat"><strong>Comparable model pairs:</strong> 6/6</p><table><thead><tr><th></th><th>dinov2-vit-l14</th><th>ijepa-vit-h14</th><th>vjepa2-vitl-img16-256</th><th>eupe-vit-b16</th></tr></thead><tbody><tr><th>dinov2-vit-l14</th><td>1.000</td><td>0.329</td><td>0.495</td><td>0.150</td></tr><tr><th>ijepa-vit-h14</th><td>0.329</td><td>1.000</td><td>0.381</td><td>0.115</td></tr><tr><th>vjepa2-vitl-img16-256</th><td>0.495</td><td>0.381</td><td>1.000</td><td>0.103</td></tr><tr><th>eupe-vit-b16</th><td>0.150</td><td>0.115</td><td>0.103</td><td>1.000</td></tr></tbody></table></article>
<article class="matrix-card"><h3>k-NN overlap (k=10)</h3><p class="caveat"><strong>Comparable model pairs:</strong> 6/6</p><table><thead><tr><th></th><th>dinov2-vit-l14</th><th>ijepa-vit-h14</th><th>vjepa2-vitl-img16-256</th><th>eupe-vit-b16</th></tr></thead><tbody><tr><th>dinov2-vit-l14</th><td>1.000</td><td>0.278</td><td>0.366</td><td>0.168</td></tr><tr><th>ijepa-vit-h14</th><td>0.278</td><td>1.000</td><td>0.311</td><td>0.122</td></tr><tr><th>vjepa2-vitl-img16-256</th><td>0.366</td><td>0.311</td><td>1.000</td><td>0.226</td></tr><tr><th>eupe-vit-b16</th><td>0.168</td><td>0.122</td><td>0.226</td><td>1.000</td></tr></tbody></table></article>
<article class="matrix-card"><h3>Mean patch correspondence</h3><p class="caveat"><strong>Comparable model pairs:</strong> 1/6</p><p class="caveat"><strong>Unavailable pairs:</strong> 5</p><p class="caveat">x2 Unavailable because embedding dimensions differ (1024 vs 768).</p><p class="caveat">x1 Unavailable because embedding dimensions differ (1024 vs 1280).</p><p class="caveat">x1 Unavailable because embedding dimensions differ (1280 vs 1024).</p><p class="caveat">x1 Unavailable because embedding dimensions differ (1280 vs 768).</p><table><thead><tr><th></th><th>dinov2-vit-l14</th><th>ijepa-vit-h14</th><th>vjepa2-vitl-img16-256</th><th>eupe-vit-b16</th></tr></thead><tbody><tr><th>dinov2-vit-l14</th><td>1.000</td><td>N/A</td><td>0.053</td><td>N/A</td></tr><tr><th>ijepa-vit-h14</th><td>N/A</td><td>1.000</td><td>N/A</td><td>N/A</td></tr><tr><th>vjepa2-vitl-img16-256</th><td>0.053</td><td>N/A</td><td>1.000</td><td>N/A</td></tr><tr><th>eupe-vit-b16</th><td>N/A</td><td>N/A</td><td>N/A</td><td>1.000</td></tr></tbody></table></article></div>
</div>
<div class="panel"><h2>Visual Artefacts</h2><div><h3>Source image</h3><div class="inspect-asset-grid"><article class="inspect-asset-card"><h3>Input image</h3><img src="input_image.png" alt="Input image" /><p class="caveat">Source image used for this compare report.</p></article></div></div>
<div><h3>Per-model PCA projections</h3><div class="inspect-asset-grid"><article class="inspect-asset-card"><h3>dinov2-vit-l14 PCA projection</h3><img src="dinov2-vit-l14_pca.png" alt="dinov2-vit-l14 PCA projection" /><p class="caveat">Patch-space RGB projection derived from the top three PCA components for dinov2-vit-l14.</p></article>
<article class="inspect-asset-card"><h3>ijepa-vit-h14 PCA projection</h3><img src="ijepa-vit-h14_pca.png" alt="ijepa-vit-h14 PCA projection" /><p class="caveat">Patch-space RGB projection derived from the top three PCA components for ijepa-vit-h14.</p></article>
<article class="inspect-asset-card"><h3>vjepa2-vitl-img16-256 PCA projection</h3><img src="vjepa2-vitl-img16-256_pca.png" alt="vjepa2-vitl-img16-256 PCA projection" /><p class="caveat">Patch-space RGB projection derived from the top three PCA components for vjepa2-vitl-img16-256.</p></article>
<article class="inspect-asset-card"><h3>eupe-vit-b16 PCA projection</h3><img src="eupe-vit-b16_pca.png" alt="eupe-vit-b16 PCA projection" /><p class="caveat">Patch-space RGB projection derived from the top three PCA components for eupe-vit-b16.</p></article></div></div>
<div><h3>Pairwise metric heatmaps</h3><div class="inspect-asset-grid"><article class="inspect-asset-card"><h3>Linear CKA heatmap</h3><img src="linear_cka.png" alt="Linear CKA heatmap" /><p class="caveat">Cross-model representation alignment measured with linear CKA.</p></article>
<article class="inspect-asset-card"><h3>k-NN overlap heatmap</h3><img src="knn_overlap_k10.png" alt="k-NN overlap heatmap" /><p class="caveat">Cross-model neighborhood agreement using k=10.</p></article>
<article class="inspect-asset-card"><h3>Patch correspondence heatmap</h3><img src="patch_correspondence.png" alt="Patch correspondence heatmap" /><p class="caveat">Direct patch-space correspondence for models with matching embedding dimensions.</p></article></div></div></div>
<div class="panel"><h2>Export Bundle</h2><div class="stats-grid"><div class="stat-card"><span>Command</span><strong>compare</strong></div><div class="stat-card"><span>Format</span><strong>html</strong></div><div class="stat-card"><span>Primary artifact</span><strong>report.html</strong></div><div class="stat-card"><span>Bundle files</span><strong>11</strong></div><div class="stat-card"><span>Validation overview</span><strong>validated</strong></div></div><div class="bundle-grid" style="margin-top:1rem"><article class="bundle-card"><h3>Bundle Files</h3><table><thead><tr><th>Path</th><th>Kind</th><th>Label</th><th>Role</th><th>Size</th><th>SHA-256</th></tr></thead><tbody><tr><td><a href="report.html"><code>report.html</code></a></td><td>html</td><td>Compare report</td><td>primary</td><td>—</td><td>—</td></tr><tr><td><a href="compare.json"><code>compare.json</code></a></td><td>json</td><td>Compare report data</td><td>supporting</td><td>16.2 KiB</td><td><code title="41a5d96b94b5c11755912166a5446fae562391a043708fed1776b83116ea5ab4">41a5d96b94b5c117…</code></td></tr><tr><td><a href="input_image.png"><code>input_image.png</code></a></td><td>png</td><td>Source image used for this compare report.</td><td>supporting</td><td>189.2 KiB</td><td><code title="6a2a8cfb07bf969abad349d316626348da23d7d2c6939727e753d45faa39d88a">6a2a8cfb07bf969a…</code></td></tr><tr><td><a href="dinov2-vit-l14_pca.png"><code>dinov2-vit-l14_pca.png</code></a></td><td>png</td><td>Patch-space RGB projection derived from the top three PCA components for dinov2-vit-l14.</td><td>supporting</td><td>5.4 KiB</td><td><code title="4a0f87e478f2df5ef28db4005e6656e0894686d289b7c8c1db158f8e0f28ad4a">4a0f87e478f2df5e…</code></td></tr><tr><td><a href="ijepa-vit-h14_pca.png"><code>ijepa-vit-h14_pca.png</code></a></td><td>png</td><td>Patch-space RGB projection derived from the top three PCA components for ijepa-vit-h14.</td><td>supporting</td><td>5.5 KiB</td><td><code title="49fc43ec3e7e70be23ed81f2da4fa21d22937d73e6be57ff919fdaac3a076658">49fc43ec3e7e70be…</code></td></tr><tr><td><a href="vjepa2-vitl-img16-256_pca.png"><code>vjepa2-vitl-img16-256_pca.png</code></a></td><td>png</td><td>Patch-space RGB projection derived from the top three PCA components for vjepa2-vitl-img16-256.</td><td>supporting</td><td>5.5 KiB</td><td><code title="212c98b2a4e57e8b11dcef0f498d6824ff32c4dd5a31bb4c912cb633e794d9ef">212c98b2a4e57e8b…</code></td></tr><tr><td><a href="eupe-vit-b16_pca.png"><code>eupe-vit-b16_pca.png</code></a></td><td>png</td><td>Patch-space RGB projection derived from the top three PCA components for eupe-vit-b16.</td><td>supporting</td><td>5.0 KiB</td><td><code title="9bed2875dcb4aa8c6aaa7a0fa5b6993b9698cd833695f6db4d882665e78e700d">9bed2875dcb4aa8c…</code></td></tr><tr><td><a href="linear_cka.png"><code>linear_cka.png</code></a></td><td>png</td><td>Cross-model representation alignment measured with linear CKA.</td><td>supporting</td><td>1.4 KiB</td><td><code title="8aab9af53b18660b75e3f93d82f2a89cf11f113185b69144e700f97f758ec8aa">8aab9af53b18660b…</code></td></tr><tr><td><a href="knn_overlap_k10.png"><code>knn_overlap_k10.png</code></a></td><td>png</td><td>Cross-model neighborhood agreement using k=10.</td><td>supporting</td><td>1.4 KiB</td><td><code title="43e9016ed33d39788c81c7a0d1d21cd1d1fc1b17fafb01b94c113779001e38c8">43e9016ed33d3978…</code></td></tr><tr><td><a href="patch_correspondence.png"><code>patch_correspondence.png</code></a></td><td>png</td><td>Direct patch-space correspondence for models with matching embedding dimensions.</td><td>supporting</td><td>1.4 KiB</td><td><code title="a5e4f09e53ce552e664ee777c2c3b2f702e3ab51939573b606b60868890311d0">a5e4f09e53ce552e…</code></td></tr><tr><td><a href="artifacts.json"><code>artifacts.json</code></a></td><td>json</td><td>Artifact manifest</td><td>supporting</td><td>—</td><td>—</td></tr></tbody></table></article><article class="bundle-card"><h3>Run Context</h3><pre class="json-block">{
"image": "docs/assets/img/samples/elephant_sample_image.jpg",
"models": [
"dinov2-vit-l14",
"ijepa-vit-h14",
"vjepa2-vitl-img16-256",
"eupe-vit-b16"
]
}</pre></article><article class="bundle-card"><h3>Bundle Summary</h3><pre class="json-block">{
"comparison_count": 6,
"comparison_highlights": [
{
"label": "Strongest CKA alignment",
"model_a": "dinov2-vit-l14",
"model_b": "vjepa2-vitl-img16-256",
"value": 0.49507004022598267
},
{
"label": "Weakest CKA alignment",
"model_a": "vjepa2-vitl-img16-256",
"model_b": "eupe-vit-b16",
"value": 0.10283123701810837
},
{
"label": "Highest neighborhood overlap",
"model_a": "dinov2-vit-l14",
"model_b": "vjepa2-vitl-img16-256",
"value": 0.3656249940395355
},
{
"label": "Strongest patch correspondence",
"model_a": "dinov2-vit-l14",
"model_b": "vjepa2-vitl-img16-256",
"value": 0.05260229483246803
}
],
"model_count": 4,
"model_highlights": [
{
"label": "Highest effective rank",
"model": "dinov2-vit-l14",
"value": "60/1024"
},
{
"label": "Highest patch entropy",
"model": "ijepa-vit-h14",
"value": "2.89"
},
{
"label": "Most top-heavy variance",
"model": "eupe-vit-b16",
"value": "87.0%"
}
],
"pairwise_support": {
"cls_cosine": {
"supported_pairs": 0,
"total_pairs": 6,
"unavailable_pairs": 6,
"unavailable_reasons": [
{
"count": 4,
"reason": "Unavailable because only one model exposes a CLS token."
},
{
"count": 1,
"reason": "Unavailable because CLS dimensions differ (1024 vs 768)."
},
{
"count": 1,
"reason": "Unavailable because neither model exposes a CLS token."
}
]
},
"knn_overlap_k10": {
"supported_pairs": 6,
"total_pairs": 6,
"unavailable_pairs": 0
},
"linear_cka": {
"supported_pairs": 6,
"total_pairs": 6,
"unavailable_pairs": 0
},
"mean_patch_correspondence": {
"supported_pairs": 1,
"total_pairs": 6,
"unavailable_pairs": 5,
"unavailable_reasons": [
{
"count": 2,
"reason": "Unavailable because embedding dimensions differ (1024 vs 768)."
},
{
"count": 1,
"reason": "Unavailable because embedding dimensions differ (1024 vs 1280)."
},
{
"count": 1,
"reason": "Unavailable because embedding dimensions differ (1280 vs 1024)."
},
{
"count": 1,
"reason": "Unavailable because embedding dimensions differ (1280 vs 768)."
}
]
}
}
}</pre></article><article class="bundle-card"><h3>Validation Overview</h3><div class="stats-grid"><div class="stat-card"><span>Overall status</span><strong>validated</strong></div><div class="stat-card"><span>Validated</span><strong>4</strong></div><div class="stat-card"><span>Partial</span><strong>0</strong></div><div class="stat-card"><span>Stale</span><strong>0</strong></div><div class="stat-card"><span>Unverified</span><strong>0</strong></div><div class="stat-card"><span>Failed</span><strong>0</strong></div></div></article></div></div>
<div class="panel">
<h2>Validation Summary</h2>
<div class="validation-grid"><article class="validation-card"><div style="display:flex;justify-content:space-between;align-items:center;gap:1rem"><strong>dinov2-vit-l14</strong><span class="badge validated">validated</span></div><p>Safe to interpret as source-aligned for supported report features.</p><div class="stats-grid"><div class="stat-card"><span>Evidence timestamp</span><strong>2026-03-27T12:00:00Z</strong></div><div class="stat-card"><span>Fixture set</span><strong>standard</strong></div><div class="stat-card"><span>Signals checked</span><strong>0</strong></div><div class="stat-card"><span>Signals drifted</span><strong>0</strong></div><div class="stat-card"><span>Drifted fixtures</span><strong>0</strong></div></div><p><strong>Approved artifact:</strong> <code>dinov2-vit-l14:standard:2026-03-27T12:00:00Z</code></p><p><strong>Backend:</strong> ONNX Runtime <span class="badge validated">validated</span></p><p class="caveat">Validation ran against live ONNX Runtime execution.</p><p><strong>Preprocess:</strong> <span class="badge validated">validated</span> Approved preprocessing evidence matches the current registry contract.</p><div><strong>Tensor semantics:</strong><ul class="delta-list"><li><span class="badge validated">validated</span> <code>last_hidden_state</code> (patch+cls sequence) Approved tensor semantics evidence matches the current registry contract. </li></ul></div><p><strong>Parity:</strong> <span class="badge validated">validated</span> Approved reference parity evidence matches the current registry contract.</p><p class="caveat">No open caveats.</p></article>
<article class="validation-card"><div style="display:flex;justify-content:space-between;align-items:center;gap:1rem"><strong>ijepa-vit-h14</strong><span class="badge validated">validated</span></div><p>Safe to interpret as source-aligned for supported report features.</p><div class="stats-grid"><div class="stat-card"><span>Evidence timestamp</span><strong>2026-03-27T12:00:00Z</strong></div><div class="stat-card"><span>Fixture set</span><strong>standard</strong></div><div class="stat-card"><span>Signals checked</span><strong>0</strong></div><div class="stat-card"><span>Signals drifted</span><strong>0</strong></div><div class="stat-card"><span>Drifted fixtures</span><strong>0</strong></div></div><p><strong>Approved artifact:</strong> <code>ijepa-vit-h14:standard:2026-03-27T12:00:00Z</code></p><p><strong>Backend:</strong> ONNX Runtime <span class="badge validated">validated</span></p><p class="caveat">Validation ran against live ONNX Runtime execution.</p><p><strong>Preprocess:</strong> <span class="badge validated">validated</span> Approved preprocessing evidence matches the current registry contract.</p><div><strong>Tensor semantics:</strong><ul class="delta-list"><li><span class="badge validated">validated</span> <code>last_hidden_state</code> (patch sequence) Approved tensor semantics evidence matches the current registry contract. </li></ul></div><p><strong>Parity:</strong> <span class="badge validated">validated</span> Approved reference parity evidence matches the current registry contract.</p><p class="caveat">No open caveats.</p></article>
<article class="validation-card"><div style="display:flex;justify-content:space-between;align-items:center;gap:1rem"><strong>vjepa2-vitl-img16-256</strong><span class="badge validated">validated</span></div><p>Safe to interpret as source-aligned for supported report features.</p><div class="stats-grid"><div class="stat-card"><span>Evidence timestamp</span><strong>2026-03-27T12:00:00Z</strong></div><div class="stat-card"><span>Fixture set</span><strong>standard</strong></div><div class="stat-card"><span>Signals checked</span><strong>0</strong></div><div class="stat-card"><span>Signals drifted</span><strong>0</strong></div><div class="stat-card"><span>Drifted fixtures</span><strong>0</strong></div></div><p><strong>Approved artifact:</strong> <code>vjepa2-vitl-img16-256:standard:2026-03-27T12:00:00Z</code></p><p><strong>Backend:</strong> ONNX Runtime <span class="badge validated">validated</span></p><p class="caveat">Validation ran against live ONNX Runtime execution.</p><p><strong>Preprocess:</strong> <span class="badge validated">validated</span> Approved preprocessing evidence matches the current registry contract.</p><div><strong>Tensor semantics:</strong><ul class="delta-list"><li><span class="badge validated">validated</span> <code>last_hidden_state</code> (patch sequence) Approved tensor semantics evidence matches the current registry contract. </li></ul></div><p><strong>Parity:</strong> <span class="badge validated">validated</span> Approved reference parity evidence matches the current registry contract.</p><p class="caveat">No open caveats.</p></article>
<article class="validation-card"><div style="display:flex;justify-content:space-between;align-items:center;gap:1rem"><strong>eupe-vit-b16</strong><span class="badge validated">validated</span></div><p>Safe to interpret as source-aligned for supported report features.</p><div class="stats-grid"><div class="stat-card"><span>Evidence timestamp</span><strong>2026-03-27T12:00:00Z</strong></div><div class="stat-card"><span>Fixture set</span><strong>standard</strong></div><div class="stat-card"><span>Signals checked</span><strong>0</strong></div><div class="stat-card"><span>Signals drifted</span><strong>0</strong></div><div class="stat-card"><span>Drifted fixtures</span><strong>0</strong></div></div><p><strong>Approved artifact:</strong> <code>eupe-vit-b16:standard:2026-03-27T12:00:00Z</code></p><p><strong>Backend:</strong> ONNX Runtime <span class="badge validated">validated</span></p><p class="caveat">Validation ran against live ONNX Runtime execution.</p><p><strong>Preprocess:</strong> <span class="badge validated">validated</span> Approved preprocessing evidence matches the current registry contract.</p><div><strong>Tensor semantics:</strong><ul class="delta-list"><li><span class="badge validated">validated</span> <code>last_hidden_state</code> (patch+cls sequence) Approved tensor semantics evidence matches the current registry contract. </li></ul></div><p><strong>Parity:</strong> <span class="badge validated">validated</span> Approved reference parity evidence matches the current registry contract.</p><p class="caveat">No open caveats.</p></article></div>
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