DCCE / Source comparison

Source comparison

Preserved research report. Consult the final study for current claims.

Preserved revision-stage report. Some manuscript pointers and version labels reflect an earlier writing stage. Use the current study and research record for the final interpretation.

Which paper source is authoritative?

The file final_paper.md is actually a complete LaTeX conference manuscript despite its extension. It is the closest source to the reviewed DCASE submission: it has the submitted title, three authors, and the original main/ablation claims. latex/main.tex is a separate Rho-format report with two authors. It repeats the old principal scores, so matching those numbers does not establish that it is the latest correct conference source. latex/main_beyondwham_v1.tex is an older WhAM/augmentation narrative.

The detailed audit and evidence remain in reports_v2/reviewer_revision_audit.md and reports_v2/review_audit_evidence.json. Original files are preserved and were not overwritten.

The revision's single canonical manuscript is latex_v3/main.tex, with generated tables from the saved results and a unified refs.bib. It preserves the conference title and three-author list from final_paper.md, including equal contribution for the first two authors. It uses the official 2026 DCASE template, not the Rho report class.

Important differences introduced deliberately:

  • Replaces historical scores produced under inconsistent representation/ID holdouts.
  • Distinguishes whole-coda unit pairing from actual cross-channel swapping.
  • Lists unit/type/ID and sampling supervision explicitly.
  • Uses training-only scalers, validation-only layer choice, repeated random and date-grouped evaluations.
  • Corrects date parsing, the year contingency table and Cramér’s V.
  • Corrects sample-rate handling, temporal feature floors and identity eligibility.
  • Removes unsupported universal-superiority, identity-gain and disentanglement claims.
  • Corrects the Andreas author list and harmonizes verified bibliography records.
  • Replaces the original unavailable/mismatched figure path with a newly drawn diagram matching the revised implementation.

The revised PDF now contains the completed, verified extension and has passed a five-page rendered-layout check, with references only on page five. The original report's formatting and bibliography are not silently propagated into it.