Reframe targeted manuscript around egocentric local evidence

This commit is contained in:
Xin Wang
2026-09-24 14:34:35 +08:00
parent 3941770748
commit 82cd1b6abb
3 changed files with 310 additions and 135 deletions
+18 -3
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@@ -5,8 +5,18 @@ modify or replace `../main/`.
## Positioning
The paper is deliberately framed as a causal global--local **audit**, because
that is the strongest complete story supported by archived evidence:
The paper now starts from the egocentric conversational agent's when-to-speak
problem, positions it against 27 cited works in turn-taking, first-person
audio-visual conversation, active-speaker modeling, and streaming Omni
interaction, then studies two cutoff-aligned interfaces:
- **short-window encoder evidence (SWE)**: direct recent audio and optional
person-crop visual encoder features alongside the frozen Omni readout;
- **partial-tail refresh (PTR)**: query only the observed prefix of the current
two-second block at each 200-ms cutoff, reusing completed payloads.
The evidence remains a causal global--local **audit**, not a claim that all
Omni models lack local perception or that PTR's independent gain is proven:
- global Omni context and recent audio are complementary across all horizons;
- most measured benefit is dense forecasting and wearer-offset anticipation;
@@ -24,6 +34,10 @@ independently audited here.
No semantic ENTRY/YIELD, addressee, online-detector, or real-time-throughput
claim is made. The deployable matrix is explicitly single-seed and exploratory.
EasyCom has archived screening scores. The Ego4D manifest and extraction /
training workflow exist, but this checkout has no archived Ego4D test metrics;
the manuscript specifies its transfer protocol and explicitly leaves any
cross-dataset performance claim pending.
The six-group L/T/C/B/H-Q/S table remains in `main.tex` as an
**illustrative, unmeasured planning aid**, excluded from the page-limited
PDF. Its directional statements are hypotheses and falsifiers, not EasyCom
@@ -46,7 +60,8 @@ the task diagram (Fig. 1) and the system diagram (Fig. 2) occupy one column.
The current PDF reserves five numbered result tables: measured deployable
and oracle screens share Table 1; L controls extend its first panel. The
unmeasured T/C matrix and a separate measured chunk screen share Table 2;
B, H, and S occupy Tables 3--5. Pending cells are explicitly unmeasured.
B (including an Ego4D transfer slot), H, and S occupy Tables 3--5. Pending
cells are explicitly unmeasured.
Figure 3 is an H/Q case slot, not a selected or measured example. Its
cutoff-marked timelines must be inserted only after the slice protocol and
case-selection rule are frozen. The single-column system figure is generated