This is the editable paper directory. It uses the unmodified official ICASSP 2026 LaTeX assets stored in ../ICASSP2026_Paper_Templates/. When the ICASSP 2027 author kit is released, replace or add the official template and update TEMPLATE_DIR in the Makefile only after checking the new instructions.

Compile from this directory:

make

The PDF and all intermediate files are written to build/; only source files belong in Git.

Current source layout:

main/
  main.tex
  references.bib
  Makefile
  README.md
  build/            # generated, ignored

The author/affiliation, final results, Method, Experimental Setup, Results and Conclusion are still explicit TODOs. Do not turn planned experiments into reported findings.

The current paper thesis is model-agnostic and deliberately narrower than addressee prediction. It asks whether general-purpose omni representations expose the fine-grained evidence needed for 200 ms wearer floor-action projection, whether PEFT can recover it, and whether causal local audio/person evidence provides a reliable complement. The initial planned backbone set is:

Qwen2.5-Omni-3B;
Qwen2.5-Omni-7B;
MiniCPM-o 4.5.

The backbone and final fusion method are not frozen yet. Current Qwen-3B numbers are exploratory motivation, not evidence that every omni model has the same limitation. Compare frozen, PEFT, and local-evidence protocols within each backbone; report common local encoders separately from model-native local encoders. Raw cross-model scores are secondary because the models expose different streaming/readout interfaces.

Track-consistent person fusion remains one candidate after pooled and capacity-matched controls. If selected, dataset participant IDs route short-term causal state only; they are not semantic inputs. The publication gate is an event-level reduction in multi-other false entries at matched wearer-onset recall without degrading onset latency or wearer-yield behavior. A general omni claim requires a consistent result across at least two backbone families; otherwise the paper must state a model-specific finding. Selected examples are explanatory evidence only.