Rain&BusandClaude Code
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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). Co-Authored-By: Claude Code <noreply@anthropic.com>
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DZGCoOp
DZGCoOp: Dual-Branch Zero-Shot Guided Context Optimization for Few-Shot Image Classification — the conference paper version of the second work (Chapter 4 of the master's thesis, thesis method name: ZGDPE).
Based on the CVPR author kit (https://github.com/cvpr-org/author-kit), with the original git history removed.
Build
latexmk -pdf main.tex # or: pdflatex main && bibtex main && pdflatex main && pdflatex main
Structure
main.tex— document entry, title and authorspreamble.tex— kit tweaks + table/color macros used by our tablessec/— abstract, intro, related work, method, experiments, conclusionfig/— architecture / fusion / EWA figures (copied from thesisFigures/Work2)main.bib— references (full-form entries)
TODO before submission
main.tex: fill\paperID, choose review vs. camera-readycvproptionmain.bib: update venue/status ofwang2025msgcoop(our first work)- Confirm the code release URL in the abstract