% Active result tables. A dash denotes an unreported or unmeasured value. \begin{table*}[t] \caption{Dense future-activity mAP (\%) at ten horizons on EasyCom and Ego4D. Each dataset has the same four-method comparison. EasyCom values are measured on Sessions~1--3; $\G$ has only archived 0.2-s and mean scores, and SVA awaits evaluation. Ego4D scores are pending. Dashes are unreported or unmeasured, not zero; intermediate scores are never interpolated. The available Omni rows are exploratory and not all training-matched.} \label{tab:main} \centering\ninept \renewcommand{\arraystretch}{0.91} \begin{tabular*}{\textwidth}{@{\extracolsep{\fill}}lccccccccccc@{}} \toprule & \multicolumn{10}{c}{Prediction horizon (s)} & \\ \cmidrule(lr){2-11} Dataset / model & .2 & .4 & .6 & .8 & 1.0 & 1.2 & 1.4 & 1.6 & 1.8 & 2.0 & Mean \\ \midrule \multicolumn{12}{@{}l}{\emph{EasyCom (measured)}} \\ EgoSpeak A+V & 74.20 & 68.35 & 64.31 & 61.13 & 59.77 & 58.81 & 57.50 & 57.09 & 55.95 & 54.82 & 61.19 \\ Omni $\G$ & 73.45 & -- & -- & -- & -- & -- & -- & -- & -- & -- & 60.85 \\ Omni $\G+\A$ & 81.72 & 75.92 & 70.38 & 66.46 & 63.81 & 61.37 & 60.00 & 58.32 & 56.95 & 56.16 & 65.11 \\ Omni $\G+\A+\mathrm{SVA}$ & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- \\ \midrule \multicolumn{12}{@{}l}{\emph{Ego4D (transfer pending)}} \\ EgoSpeak A+V & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- \\ Omni $\G$ & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- \\ Omni $\G+\A$ & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- \\ Omni $\G+\A+\mathrm{SVA}$ & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- \\ \bottomrule \end{tabular*} \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.} \label{tab:visual} \centering\ninept \renewcommand{\arraystretch}{0.92} \setlength{\tabcolsep}{4pt} \begin{tabular}{@{}lcc@{}} \toprule Visual branch on $\G+\A$ & 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 \\ \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 & $\mathbf{86.70{\pm}.09}$ & $\mathbf{85.84{\pm}.15}$ & $\mathbf{66.95{\pm}.02}$ \\ \bottomrule \end{tabular} \end{table} \begin{table}[t] \caption{Pending matched timing/context tests. Each cell will compare $\G$ with $\G+\A$ on common cutoffs; $\Delta$ is paired mean-mAP gain. PTR uses completed blocks plus the observed tail. Dashes are unmeasured.} \label{tab:stream_context} \centering\ninept \renewcommand{\arraystretch}{0.92} \setlength{\tabcolsep}{3pt} \begin{tabular}{@{}llcc@{}} \toprule Group & Refresh / cap & $\G/\G+\A$ & $\Delta$ \\ \midrule T & Completed hold, 8 s & --/-- & -- \\ T & PTR, 8 s & --/-- & -- \\ \midrule C & PTR, 2 s & --/-- & -- \\ C & PTR, 4 s & --/-- & -- \\ C & PTR, 6 s & --/-- & -- \\ C & PTR, 8 s & --/-- & -- \\ C & PTR, 10 s & --/-- & -- \\ C & PTR, 12 s & --/-- & -- \\ \bottomrule \end{tabular} \end{table} \begin{table}[t] \caption{Separate seed-0 global-only chunk screen (\%): 10 epochs, 8-s cap, 2-FPS video. PTR is not extraction-matched to the other rows. Calls are processor invocations across 12 sessions, not latency.} \label{tab:chunk} \centering\ninept \renewcommand{\arraystretch}{0.95} \setlength{\tabcolsep}{3pt} \begin{tabular}{@{}lccc@{}} \toprule Global construction & mAP$_{.2}$ & Mean & Calls \\ \midrule Native 2-s hold & 59.62 & 55.19 & 9,539 \\ 200-ms commits & 67.05 & 57.84 & 95,453 \\ PTR & 70.85 & 59.17 & -- \\ \bottomrule \end{tabular} \end{table}