# Paper Structure Patterns This file contains actionable patterns for organizing ML conference papers, extracted from successful publications. --- ## Introduction Patterns ### Pattern: Contribution Statement Structure **Source:** "Attention Is All You Need", NeurIPS (2017) **Context:** Introducing the main contribution **Pattern:** 1. Start with broader context or problem 2. Narrow down to specific limitation 3. Present your approach as solution 4. State clear contribution upfront **Example Template:** ```markdown [Context/Problem]: Existing approaches struggle with [limitation] due to [reason]. [Our Approach]: We propose [method name], which [key innovation]. [Contribution]: This achieves [result] and enables [capability]. ``` **Application:** Use this pattern when introducing your main contribution in the first or second paragraph of the introduction. --- ### Pattern: Bulleted Contribution List **Source:** "BERT: Pre-training of Deep Bidirectional Transformers", NAACL (2019) **Context:** Summarizing contributions for clarity **Pattern:** - Place near end of Introduction (after Related Work) - Use 2-4 bullets - Each bullet: 1-2 lines max (in two-column format) - Start with strong verbs ("We propose", "We demonstrate", "We show") **Example Template:** ```markdown Our contributions are three-fold: - We propose [method], which achieves [result]. - We demonstrate that [technique] improves [metric]. - We show that [approach] enables [new capability]. ``` **Application:** Use this when you need to clearly delineate multiple contributions for reviewers. --- ### Pattern: Related Work Organization **Source:** "Attention Is All You Need", NeurIPS (2017) **Context:** Structuring literature review **Pattern:** - Organize methodologically, not chronologically - Group papers by approach/assumption - Contrast your approach with each group - Use "One line of work uses X whereas we use Y because..." **Example Template:** ```markdown [Approach Category]: Several approaches use [assumption A] [refs]. [Contrast]: We adopt [assumption B] because it allows [benefit]. [Alternative Category]: Other methods focus on [aspect C] [refs]. [Positioning]: We build on this by adding [our innovation]. ``` **Application:** Use this to position your work relative to existing literature without paper-by-paper reviews. --- ## Methods Section Patterns ### Pattern: Algorithm Presentation **Source:** "Adam: A Method for Stochastic Optimization", ICLR (2015) **Context:** Describing algorithms clearly **Pattern:** 1. High-level overview first 2. Mathematical formulation 3. Algorithm pseudocode (if complex) 4. Implementation details **Example Template:** ```markdown [Overview]: We formulate [problem] as optimization. Let [objective] be our goal. [Method]: Our approach optimizes [objective] using [technique]. Specifically, we [algorithm description]. [Algorithm]: The full procedure is shown in Algorithm 1. [Implementation]: In practice, we [practical details]. ``` **Application:** Use this when presenting novel algorithms or optimization methods. --- ### Pattern: Component Breakdown **Source:** "BERT: Pre-training of Deep Bidirectional Transformers", NAACL (2019) **Context:** Describing multi-component systems **Pattern:** - Present model architecture first - Break down into key components - Explain each component's role - Show how components interact **Example Template:** ```markdown [Architecture]: Our model consists of [N components]: [list]. [Component 1]: The [component] module [function]. [Component 2]: The [component] layer [operation]. [Integration]: These components are stacked sequentially, with [connection pattern]. ``` **Application:** Use this when describing complex architectures with multiple interacting parts. --- ## Results Section Patterns ### Pattern: Quantitative Opening **Source:** "BERT: Pre-training of Deep Bidirectional Transformers", NAACL (2019) **Context:** Presenting main findings **Pattern:** - Start with strongest quantitative result - Use exact numbers and metrics - Include comparison to baselines - State statistical significance **Example Template:** ```markdown [Main Result]: Our method achieves [score] on [dataset], improving over the previous best of [baseline] by [margin] (p<0.001). [Comparison]: Compared to baselines: - [Method A]: [score] - [Method B]: [score] - Ours: [score] [Significance]: Results are averaged over N runs; standard deviations shown in parentheses. ``` **Application:** Use this to open your Results section with your strongest finding. --- ### Pattern: Table Integration **Source:** "Attention Is All All You Need", NeurIPS (2017) **Context:** Presenting results in tables **Pattern:** - Bold best results in each column - Include direction indicators (↑↓) - Provide table caption that stands alone - Reference table in text before presenting **Example Template:** ```markdown Table 1 shows our method's performance. Our model (bold) outperforms all baselines across datasets. [Table content] As shown in Table 1, we achieve state-of-the-art on [datasets]. ``` **Application:** Use this when presenting comparative results in table format. --- ## Discussion Section Patterns ### Pattern: Limitations First **Source:** "Attention Is All You Need", NeurIPS (2017) **Context:** Acknowledging limitations proactively **Pattern:** - State limitations clearly in first paragraph - Explain why limitations don't undermine core claims - Distinguish between limitations and future work **Example Template:** ```markdown [Limitation Statement]: Our approach has [limitation]. Specifically, [constraint]. [Mitigation]: Despite this, our core findings about [main contribution] remain valid because [reason]. [Future Work]: Addressing this limitation is an important direction for future research. ``` **Application:** Use this to acknowledge limitations honestly while maintaining paper strength. --- ### Pattern: Broader Impact Framing **Source:** "Language Models are Few-Shot Learners", GPT-3 Paper (2020) **Context:** Discussing wider implications **Pattern:** - Start with direct implications - Expand to related domains - Consider societal impact (if appropriate) - End with forward-looking statement **Example Template:** ```markdown [Direct Impact]: Our findings suggest that [implication for domain]. [Broader Implications]: Beyond [specific domain], this approach could enable [application in other areas]. [Future Outlook]: As [trend] continues, methods like ours will become increasingly important for [reason]. ``` **Application:** Use this when writing the final paragraphs of Discussion or Conclusion. --- ## Transition Patterns ### Pattern: Section Transitions **Source:** "Attention Is All You Need", NeurIPS (2017) **Context:** Moving between sections **Pattern:** - Introduction → Methods: "We now describe our approach." - Methods → Results: "We evaluate our method on [tasks]." - Results → Discussion: "These results suggest that [insight]." **Example Template:** ```markdown [Transition to Methods]: Having established [motivation], we present our method. [Transition to Results]: To validate our approach, we conduct experiments on [datasets]. [Transition to Discussion]: The experimental results reveal several insights about [phenomenon], which we discuss next. ``` **Application:** Use these to create smooth transitions between major sections. --- ## Notes - **Consistency**: Maintain consistent terminology throughout the paper - **Flow**: Each section should logically lead to the next - **Clarity**: Make structure explicit with signposting - **Audience**: Write for tired reviewers - make their job easy ## 何凯明（Kaiming He）的论文结构模式 > 来源: 分析了何凯明的 19 篇代表性论文 > 添加时间: {datetime.now().strftime('%Y-%m-%d')} ### 摘要结构模式 何凯明在摘要中常用的开场模式： **模式 1: 直接陈述贡献** ``` We introduce [method name], a [key feature] framework for [task]. We show that [method] achieves [result] on [dataset]. ``` **模式 2: 问题-解决方案** ``` [Problem] is difficult for [task]. We present [solution] that addresses this by [key mechanism]. ``` **示例** (来自 ResNet): ``` Deeper neural networks are more difficult to train. We present a residual learning framework to ease the training of networks that are substantially deeper than those used previously. ``` ### 引言结构模式 **三段式引言:** 1. **问题陈述** (2-3段) - 描述挑战和现有方法 2. **方法概述** (1-2段) - 简洁介绍解决方案 3. **主要贡献** (1段) - 列表形式，每条 1-2 行 **贡献列表模式:** ```markdown - 我们提出了 [方法]，解决了 [问题] - 我们展示了 [方法] 在 [数据集] 上的 [性能提升] - 我们证明了 [原理] 是有效的 ``` ### 方法部分结构 何凯明的方法部分通常包含： 1. **符号定义** - 清晰定义所有变量和符号 2. **问题形式化** - 数学公式表达 3. **方法描述** - 逐步算法解释 4. **实现细节** - 网络架构、训练设置 **常用句式:** - "Let us consider [变量] as [定义]" - "Formally, we define [公式]" - "We hypothesize that [假设]" - "To the extreme, [极端情况]" ### 实验部分结构 1. **实验设置** - 数据集、评价指标、实现细节 2. **主要结果** - 核心性能对比 3. **消融实验** - 组件分析 4. **可视化分析** - 图表展示 **结果描述模式:** - "Table X shows that [结果]" - "Fig. Y illustrates that [观察]" - "Our method achieves [指标] on [任务]" - "This represents a [X]% improvement over baseline" ### 相关工作部分组织 何凯明倾向于**主题式组织**而非时间顺序： **好的组织方式:** - "One line of work uses [方法A] [引用], whereas we use [方法B]" - "[方法A] [引用] assumes [假设], but we show [反驳]" **避免:** - "X et al. introduced [方法]. Y et al. improved [方法]"