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 paper, based on the CVPR author-kit template
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% (https://github.com/cvpr-org/author-kit)
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\documentclass[10pt,twocolumn,letterpaper]{article}
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%%%%%%%%% PAPER TYPE - PLEASE UPDATE FOR FINAL VERSION
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% \usepackage{cvpr} % To produce the CAMERA-READY version
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\usepackage[review]{cvpr} % To produce the REVIEW version
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% \usepackage[pagenumbers]{cvpr} % To force page numbers, e.g. for an arXiv version
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% Import additional packages in the preamble file, before hyperref
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\input{preamble}
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% It is strongly recommended to use hyperref, especially for the review version.
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\definecolor{cvprblue}{rgb}{0.21,0.49,0.74}
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\usepackage[pagebackref,breaklinks,colorlinks,allcolors=cvprblue]{hyperref}
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%%%%%%%%% PAPER ID - PLEASE UPDATE
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\def\paperID{*****} % *** Enter the Paper ID here
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\def\confName{CVPR}
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\def\confYear{2026}
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%%%%%%%%% TITLE - PLEASE UPDATE
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\title{DZGCoOp: Dual-Branch Zero-Shot Guided Context Optimization for Few-Shot Image Classification}
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%%%%%%%%% AUTHORS - PLEASE UPDATE
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\author{Zhaolong Wang\\
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School of Computer Science and Technology\\
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China University of Mining and Technology\\
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Xuzhou, China\\
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{\tt\small zhaolongwang@cumt.edu.cn}
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\and
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Tongfeng Sun$^{*}$\\
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School of Computer Science and Technology\\
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China University of Mining and Technology\\
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Xuzhou, China\\
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{\tt\small suntf@cumt.edu.cn}
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\and
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Mingzheng Du\\
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School of Computer Science and Technology\\
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China University of Mining and Technology\\
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Xuzhou, China\\
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{\tt\small mingzhengdu@cumt.edu.cn}
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\and
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Yachao Huang\\
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School of Computer Science and Technology\\
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China University of Mining and Technology\\
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Xuzhou, China\\
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{\tt\small yachaohuang@cumt.edu.cn}
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\and
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Xinzheng Xu\\
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School of Computer Science and Technology\\
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China University of Mining and Technology\\
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Xuzhou, China\\
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{\tt\small xxzheng@cumt.edu.cn}
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\and
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Zhongnian Li\\
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School of Computer Science and Technology\\
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China University of Mining and Technology\\
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Xuzhou, China\\
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{\tt\small zhongnianli@cumt.edu.cn}
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}
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\begin{document}
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\maketitle
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\input{sec/0_abstract}
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\input{sec/1_intro}
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\input{sec/2_related}
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\input{sec/3_method}
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\input{sec/4_experiments}
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\input{sec/5_conclusion}
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{
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\small
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\bibliographystyle{ieeenat_fullname}
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\bibliography{main}
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}
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\end{document}
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