diff --git a/manuscript/targeted/main.tex b/manuscript/targeted/main.tex index af53744..aac1209 100644 --- a/manuscript/targeted/main.tex +++ b/manuscript/targeted/main.tex @@ -327,8 +327,8 @@ Completed blocks + observed tail & 70.85 & 59.17 & -- \\ \fi \begin{table}[t] -\caption{Pending paired $\G\rightarrow\G+\A$ transfer (unmeasured). -EC is EasyCom; MiniCPM first needs readout/refresh/history audits.} +\caption{Pending paired $\G\rightarrow\G+\A$ comparison on EasyCom +across Qwen2.5-Omni backbone sizes (unmeasured).} \label{tab:backbone} \centering\normalsize \setlength{\tabcolsep}{3pt} @@ -336,10 +336,8 @@ EC is EasyCom; MiniCPM first needs readout/refresh/history audits.} \toprule Backbone & $\G$ & $\G+\A$ & $\Delta$ \\ \midrule -EC: Omni 3B & -- & -- & -- \\ -EC: Omni 7B & -- & -- & -- \\ -EC: MiniCPM-o 4.5 & -- & -- & -- \\ -Ego4D: Omni 3B & -- & -- & -- \\ +Omni 3B & -- & -- & -- \\ +Omni 7B & -- & -- & -- \\ \bottomrule \end{tabular} \end{table} @@ -508,14 +506,16 @@ shared GRU, while head capacity and training batch differ; raw boundary metrics and repeat seeds are unavailable. Thus the +0.66/+0.43-point difference does not isolate visual motion or floor behavior. -The analysis-only audit in Table~\ref{tab:oracle} substitutes two seconds +The lower block of Table~\ref{tab:visual} is an analysis-only audit that +substitutes two seconds of transcript-derived, strictly past visible-person activity on the 5-Hz -grid. It tests visibility alone, per-person histories, shuffled identities, -a one-second delay, and OR-pooled activity. These privileged labels are +grid. The displayed conditions test visibility alone, a one-second delay, +and OR-pooled activity. These privileged labels are neither deployable visual features nor a performance upper bound. -Aggregate visible -activity improves over the audio baseline by 4.826 points at 0.2~s and 1.775 -mean-mAP points. Visibility alone changes mean mAP by only +0.040, and +The three-seed audio baseline is 81.87\% at 0.2~s and 65.18\% mean mAP; +aggregate visible activity improves on it by 4.826 and 1.775 points, +respectively. +Visibility alone changes mean mAP by only +0.040, and one-second-delayed activity by +0.164. Thus availability or extra parameters cannot explain the oracle gain. Per-person activity exceeds shuffled identity by only 0.200 mean-mAP points and is itself 0.291 below the aggregate diff --git a/manuscript/targeted/tables_compact.tex b/manuscript/targeted/tables_compact.tex index ac3a3d9..9d92d34 100644 --- a/manuscript/targeted/tables_compact.tex +++ b/manuscript/targeted/tables_compact.tex @@ -31,43 +31,27 @@ Omni $\G+\A+\mathrm{SVA}$ & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- \end{table*} \begin{table}[t] -\caption{EasyCom visual-encoding screens (\%). Branch names are defined -in Sec.~\ref{sec:method}. Available rows are exploratory and not -capacity- or training-matched.} +\caption{EasyCom local-vision and information-audit screens (\%). The +upper rows are exploratory encoder-based runs; the lower rows use +non-deployable past activity (three-seed mean $\pm$ SD). Their training +protocols differ, so cross-section differences are not matched effects. +Branch names are defined in Sec.~\ref{sec:method}.} \label{tab:visual} \centering\ninept \renewcommand{\arraystretch}{0.92} -\setlength{\tabcolsep}{4pt} +\setlength{\tabcolsep}{3pt} \begin{tabular}{@{}lcc@{}} \toprule -Visual branch on $\G+\A$ & mAP$_{.2}$ & Mean \\ +Condition & mAP$_{.2}$ & Mean \\ \midrule -None & 81.72 & 65.11 \\ -Pool & 82.03 & 65.40 \\ -SVA & -- & -- \\ -TSVA & 82.38 & 65.54 \\ -\bottomrule -\end{tabular} -\end{table} - -\begin{table}[t] -\caption{EasyCom privileged past-activity audit (\%). Three-seed mean -$\pm$ sample SD. The extra activity cues are not deployable inputs; W is -wearer AP at 0.2~s.} -\label{tab:oracle} -\centering\ninept -\renewcommand{\arraystretch}{0.92} -\setlength{\tabcolsep}{3pt} -\begin{tabular}{@{}lccc@{}} -\toprule -Extra condition & mAP$_{.2}$ & W$_{.2}$ & Mean \\ +$\G+\A$ & 81.72 & 65.11 \\ +$\G+\A+$Pool & 82.03 & 65.40 \\ +$\G+\A+$SVA & -- & -- \\ +$\G+\A+$TSVA & 82.38 & 65.54 \\ \midrule -Audio baseline & $81.87{\pm}.05$ & $85.26{\pm}.11$ & $65.18{\pm}.06$ \\ -Visibility only & $81.95{\pm}.10$ & $85.20{\pm}.14$ & $65.22{\pm}.05$ \\ -Delayed 1 s & $81.95{\pm}.09$ & $85.27{\pm}.14$ & $65.34{\pm}.05$ \\ -Shuffled IDs & $85.92{\pm}.09$ & $85.58{\pm}.25$ & $66.46{\pm}.09$ \\ -Per-person & $86.27{\pm}.18$ & $85.61{\pm}.22$ & $66.66{\pm}.14$ \\ -Visible OR & $\mathbf{86.70{\pm}.09}$ & $\mathbf{85.84{\pm}.15}$ & $\mathbf{66.95{\pm}.02}$ \\ +Visibility only & $81.95{\pm}.10$ & $65.22{\pm}.05$ \\ +Delayed 1 s & $81.95{\pm}.09$ & $65.34{\pm}.05$ \\ +Visible OR & $\mathbf{86.70{\pm}.09}$ & $\mathbf{66.95{\pm}.02}$ \\ \bottomrule \end{tabular} \end{table}