Paper draft for the second work (thesis Ch.4 ZGDPE, renamed DZGCoOp): abstract, intro, related work, method (zero-shot guidance module, asymmetric dual-branch with deep prompts, confidence-guided dynamic fusion, guidance losses + EWA), experiments (base-to-novel, cross-domain, cross-dataset, ablations) and conclusion. Compiles to 8 pages with tectonic (no errors, no overfull boxes).
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# DZGCoOp
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DZGCoOp: **D**ual-Branch **Z**ero-Shot **G**uided **Co**ntext **Op**timization for
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Few-Shot Image Classification — the conference paper version of the second work
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(Chapter 4 of the master's thesis, thesis method name: ZGDPE).
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Based on the CVPR author kit (https://github.com/cvpr-org/author-kit), with the
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original git history removed.
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## Build
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```bash
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latexmk -pdf main.tex # or: pdflatex main && bibtex main && pdflatex main && pdflatex main
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```
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## Structure
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- `main.tex` — document entry, title and authors
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- `preamble.tex` — kit tweaks + table/color macros used by our tables
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- `sec/` — abstract, intro, related work, method, experiments, conclusion
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- `fig/` — architecture / fusion / EWA figures (copied from thesis `Figures/Work2`)
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- `main.bib` — references (full-form entries)
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## TODO before submission
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- `main.tex`: fill `\paperID`, choose review vs. camera-ready `cvpr` option
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- `main.bib`: update venue/status of `wang2025msgcoop` (our first work)
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- Confirm the code release URL in the abstract
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