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# Main ICASSP manuscript
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This is the editable paper directory. It uses the unmodified official ICASSP
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2026 LaTeX assets stored in `../ICASSP2026_Paper_Templates/`. When the ICASSP
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2027 author kit is released, replace or add the official template and update
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`template_dir` in `latexmkrc` only after checking the new instructions.
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Compile from this directory:
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```bash
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make
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```
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The PDF and all intermediate files are written to `build/`; only source files
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belong in Git.
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2026-09-14 13:40:27 +08:00
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VS Code's LaTeX Workshop extension is supported when the repository is opened
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as the workspace. Open `main.tex` and run **LaTeX Workshop: Build LaTeX
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project**. The workspace setting writes output to `build/`, while `latexmkrc`
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provides the template and bibliography-style search paths to both LaTeX
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Workshop and command-line builds.
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Current source layout:
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```text
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main/
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main.tex
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references.bib
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latexmkrc
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Makefile
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README.md
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build/ # generated, ignored
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```
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2026-09-10 11:12:02 +08:00
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The manuscript is intentionally a content skeleton with visible TODOs. Do not
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turn planned implementations, controls, or results into completed claims.
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2026-09-10 11:12:02 +08:00
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The frozen paper story is documented in
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[`../../docs/icassp2027_acceptance_storyline_2026-09-10.md`](../../docs/icassp2027_acceptance_storyline_2026-09-10.md).
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The paper asks how long-context Omni understanding can be adapted into
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sub-second, wearer-relative floor control for an invisible egocentric wearer.
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Its single candidate contribution is a causal local floor-evidence adapter:
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- Qwen2.5-Omni-3B is the primary global backbone;
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- matched LoRA/PEFT is a baseline, not a separate contribution;
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- Qwen2.5-Omni-7B is an optional capacity-scaling control;
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- the primary local method uses an anonymous, no-ID visible-person set;
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- track continuity is conditional and must defeat no-ID/shuffled/capacity
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controls before entering the paper;
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- MiniCPM-o remains outside the core method and main comparison; it appears
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only as a scoped streaming/cache diagnostic with a matched Qwen 1-Hz
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causal-hold control, and its 5-Hz cache row requires equivalence and leakage
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audits before reporting;
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- the oracle is analysis-only motivation, not a deployable method or headline;
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- the publication gate is lower competing-risk-censored multi-other false
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entry at matched wearer-onset recall without worse valid onset or yield.
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2026-09-10 11:12:02 +08:00
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Competing-risk censoring and training-side threshold calibration are now
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implemented and unit-tested. The remaining P0 blocker is the real-data event
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audit and protocol/scenario freeze; until then, event values are timing-derived
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proxies. Already viewed Sessions 1--3 numbers are exploratory internal evidence
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and must not appear in the confirmatory paper table.
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