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@@ -342,7 +342,7 @@ <h3 class="title is-4 has-text-centered">RobustVisRAG</h3>
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<!-- Non-Causal Path -->
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<div class="column is-half">
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<p class="content has-text-justified">
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<span class="tag is-light" style="background-color: #ffeef0; color: #b30033;">Non-Causal Path</span>
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<span class="tag is-light" style="background-color: #ffeef0; color: #b30033;"><b>Non-Causal Path</b></span>
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We introduce a dedicated non-causal token to aggregate degradation signals via <i>unidirectional attention</i>, producing a degradation representation: \( Z_{zeg} \)
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Patch tokens do not attend back to this token, preventing degradation leakage into semantic representations.
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</p>
@@ -364,7 +364,7 @@ <h3 class="title is-4 has-text-centered">RobustVisRAG</h3>
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<!-- Causal Path -->
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<div class="column is-half">
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<p class="content has-text-justified">
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<span class="tag is-light" style="background-color: #e7f6e7; color: #1e5e1e;">Causal Path</span>
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<span class="tag is-light" style="background-color: #e7f6e7; color: #1e5e1e;"><b>Causal Path</b></span>
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The causal branch aggregates patch tokens bidirectionally to produce purified semantic embeddings: \( Z_{sem} \)
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This path is isolated from degradation tokens and is the only representation used at inference.
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</p>

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