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paper-compass

Paper Compass | 论文学习路径、价值评分与阅读路线图 Skills

• /paper-compass-learnpath：读论文前，先生成先修学习路径
• /paper-compass-score：对论文做价值分析和严格评分，帮助你优先筛选值得读的论文
• /paper-compass-roadmap：给定一个论文文件夹和学习目标，生成多篇论文的阅读顺序路线图

1. paper-compass-learnpath

• 支持 arXiv ID、arXiv URL、普通论文 URL、和本地 PDF
• 从论文正文里抽取必须先懂的概念，结合 memory.md 跳过已掌握内容
• 为每个概念绑定论文章节证据和短引文，并按依赖顺序、难度、时间成本生成学习路径

现有 learnpath 示例报告：

论文	arXiv ID	Venue	说明	报告
ReAct	2210.03629	ICLR 2023	LLM Agent 奠基工作	ReAct_agent_report.md
Vision Transformer (ViT)	2010.11929	ICLR 2021	70,000+ citations	ViT_report.md
Gated Attention	2505.06708	NeurIPS 2025	Best Paper	Gated_Attention_report.md
QLoRA	2305.14314	NeurIPS 2023	10,000+ citations	QLoRA_report.md

调用方式：

/paper-compass-learnpath <paper-input> [memory=<path/to/memory.md>] [lang=zh|en]

示例：

/paper-compass-learnpath 2010.11929
/paper-compass-learnpath ./papers/vit.pdf lang=zh
/paper-compass-learnpath 2305.14314 memory=~/Documents/know/memory.md lang=en

2. paper-compass-score

• 支持 arXiv ID、arXiv URL、普通论文 URL、和本地 PDF
• 根据期刊/会议质量、作者、引用量、技术增量和业界贡献等多维度为论文综合打分
• 会真实抓取同领域相关论文做横向对比，包含近年的论文和经典论文，避免凭空判断

现有 score 示例报告：

论文	年份	Venue	评分	说明	报告
Update or Wait: How to Keep Your Data Fresh	2017	IEEE Transactions on Information Theory	8.4	AoI 领域奠基性论文价值分析	Update_or_Wait_AoI_score.md
CLIP	2021	ICML 2021	10.0	视觉语言预训练奠基论文价值分析	CLIP_score.md
Segment Anything (SAM)	2023	ICCV 2023	10.0	通用分割基础模型论文价值分析	SAM_score.md
DeepSeekMath (GRPO)	2024	arXiv	7.3	数学推理与 GRPO 方法论文价值分析	DeepSeekMath_GRPO_score.md

调用方式：

/paper-compass-score <paper-input> [lang=zh|en]

示例：

/paper-compass-score 1706.03762
/paper-compass-score https://arxiv.org/abs/2210.03629 lang=zh
/paper-compass-score ./papers/1706.03762.pdf lang=en

3. paper-compass-roadmap

• 支持论文文件夹路径、自然语言学习目标、可选的 memory.md 以及 lang=zh|en
• 输出一个 Markdown 报告，包含阅读顺序、链路图、每篇论文的定位理由，以及 2-3 篇必要的外部补充论文
• 默认采用“两阶段”流程：先做轻量扫描，只在必要时对 1-2 篇关键论文补充更深阅读

现有 roadmap 示例报告：

主题	文件夹	说明	报告
LoRA 学习路线图	peft_paper	从 LoRA 基础到寻找创新点的一条主线	LoRA_roadmap.md

示意链路图：

graph TD
  P1[LoRA: 低秩适配<br/>2021] --> P2[QLoRA: 4-bit量化<br/>2023]
  P1 --> P3[ReLoRA: 高秩训练<br/>2023]
  P3 --> P4[FLORA: 随机投影重采样<br/>2024]
  P1 -.-> P5[GaLore: 梯度低秩投影<br/>2024]
  P4 --> E1[DoRA: 权重分解<br/>2024]
  P3 -.-> E1

Loading

调用方式：

/paper-compass-roadmap <folder-path> goal="natural-language learning goal" [memory=<path/to/memory.md>] [lang=zh|en]

示例：

/paper-compass-roadmap ./papers/moe goal="I want to understand MoE routing, efficient training, and serving tradeoffs" lang=zh
/paper-compass-roadmap ./reading_set goal="Build a solid path into RLHF and GRPO" memory=~/Documents/know/memory.md lang=en

安装

mkdir -p ~/.claude/skills/paper-compass-learnpath
mkdir -p ~/.claude/skills/paper-compass-score
mkdir -p ~/.claude/skills/paper-compass-roadmap
git clone https://github.com/cenzihan/paper-compass-skill.git
cp -r paper-compass-skill/skills/paper-compass-learnpath ~/.claude/skills/paper-compass-learnpath
cp -r paper-compass-skill/skills/paper-compass-score ~/.claude/skills/paper-compass-score
cp -r paper-compass-skill/skills/paper-compass-roadmap ~/.claude/skills/paper-compass-roadmap

安装后重启 Claude Code，即可调用这三个 skill。

项目结构

paper-compass/
├── README.md
├── README.en.md
├── CLAUDE.md
├── LICENSE
├── examples/
│   ├── learnpath/
│   ├── score/
│   └── roadmap/
├── papers/
└── skills/
    ├── paper-compass-learnpath/
    │   ├── SKILL.md
    │   └── references/
    ├── paper-compass-score/
    │   ├── SKILL.md
    │   └── references/
    └── paper-compass-roadmap/
        ├── SKILL.md
        └── references/

License

MIT