Condense targeted analysis tables
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@@ -327,8 +327,8 @@ Completed blocks + observed tail & 70.85 & 59.17 & -- \\
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\fi
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\begin{table}[t]
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\caption{Pending paired $\G\rightarrow\G+\A$ transfer (unmeasured).
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EC is EasyCom; MiniCPM first needs readout/refresh/history audits.}
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\caption{Pending paired $\G\rightarrow\G+\A$ comparison on EasyCom
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across Qwen2.5-Omni backbone sizes (unmeasured).}
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\label{tab:backbone}
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\centering\normalsize
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\setlength{\tabcolsep}{3pt}
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@@ -336,10 +336,8 @@ EC is EasyCom; MiniCPM first needs readout/refresh/history audits.}
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\toprule
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Backbone & $\G$ & $\G+\A$ & $\Delta$ \\
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\midrule
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EC: Omni 3B & -- & -- & -- \\
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EC: Omni 7B & -- & -- & -- \\
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EC: MiniCPM-o 4.5 & -- & -- & -- \\
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Ego4D: Omni 3B & -- & -- & -- \\
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Omni 3B & -- & -- & -- \\
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Omni 7B & -- & -- & -- \\
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\bottomrule
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\end{tabular}
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\end{table}
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@@ -508,14 +506,16 @@ shared GRU, while head capacity and training batch differ; raw boundary
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metrics and repeat seeds are unavailable. Thus the +0.66/+0.43-point
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difference does not isolate visual motion or floor behavior.
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The analysis-only audit in Table~\ref{tab:oracle} substitutes two seconds
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The lower block of Table~\ref{tab:visual} is an analysis-only audit that
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substitutes two seconds
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of transcript-derived, strictly past visible-person activity on the 5-Hz
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grid. It tests visibility alone, per-person histories, shuffled identities,
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a one-second delay, and OR-pooled activity. These privileged labels are
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grid. The displayed conditions test visibility alone, a one-second delay,
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and OR-pooled activity. These privileged labels are
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neither deployable visual features nor a performance upper bound.
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Aggregate visible
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activity improves over the audio baseline by 4.826 points at 0.2~s and 1.775
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mean-mAP points. Visibility alone changes mean mAP by only +0.040, and
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The three-seed audio baseline is 81.87\% at 0.2~s and 65.18\% mean mAP;
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aggregate visible activity improves on it by 4.826 and 1.775 points,
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respectively.
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Visibility alone changes mean mAP by only +0.040, and
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one-second-delayed activity by +0.164. Thus availability or extra parameters
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cannot explain the oracle gain. Per-person activity exceeds shuffled identity
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by only 0.200 mean-mAP points and is itself 0.291 below the aggregate
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