The Graduate Student's Complete Guide: Using Lattics from Proposal to Thesis Defense

The core challenge of graduate school has never been just "writing a paper." It's managing a long, uncertain research process — the confusion of topic selection, the information overload of literature review, the tediousness of experiment logging, and the stress of final writing and defense. Traditional toolchains (Word + folders + Zotero + mind maps + ...) fragment this process into isolated islands. Every tool switch is a context switch, draining your limited cognitive resources.

Lattics is designed to be your "second brain" throughout the entire research lifecycle — a unified workspace you can start using from day one of your proposal, all the way through to your thesis defense. It's not a traditional "editor." It's a brain-like knowledge management and writing environment built around the full research journey.

This guide walks through the complete graduate timeline, showing how to build your research management system with Lattics.

---

1. Topic Selection & Proposal: Build Your "Problem Space"

This is the most uncertain phase. You face a vast research field and need to find a tractable, worthwhile problem.

The pain point with traditional tools:

• Ideas are scattered across Slack messages, emails, notebooks, and browser bookmarks
• Papers you read are quickly forgotten; you can't trace how your thinking evolved
• Writing the proposal means reorganizing everything from fragments

Lattics approach:

1. Create a graduate research project

Create a new project in Lattics named after your research direction (e.g., "PhD Thesis: Privacy in Federated Learning"). This project will serve as the container for all your research activities for the coming years.

2. Build a "research inspiration board" with cards

Set up a few foundational card categories in the card library:

Card Category	Purpose
Research Questions	Record questions you want to answer, even if they're incomplete
Key Concepts	Core domain terms and your understanding of them
Literature Index	Abstract + your commentary for each important paper
Method Notes	Experimental methods, mathematical derivations, code snippets
Random Ideas	Any fleeting thought worth capturing

Tip: Cards don't need to be perfect. The key is lowering the barrier to capture — record any idea immediately, then organize, link, and restructure later.

3. Structure your proposal with the outline

When you start writing your proposal, create a new article "Proposal" and use the outline view to build your structure skeleton:

Thesis Proposal
├── Background & Significance
├── Literature Review
├── Research Objectives
├── Technical Approach
├── Expected Contributions
├── Timeline
└── References

Don't try to write each section in one go. Drag relevant cards from the library into the outline as raw material, then develop them into full text.

---

2. Literature Review: From Information Overload to Knowledge Network

The biggest trap in graduate research is "the more papers, the better." In reality, building connections between papers matters more than collecting them.

Visualize your research landscape with the graph view

While organizing literature in outline view is clear, outlines are inherently linear. When you need a bird's-eye view of your entire research field, Lattics' graph view (mind map) offers a much more intuitive approach.

• In Lattics' graph view, you can see the entire network of relationships between all your articles and cards — a dynamic knowledge graph
• Each node represents an article or a card; connections represent @ reference relationships
• You can drag nodes, zoom in/out, and explore your research landscape just like operating a mind map

Key advantage: The graph view and the outline view are linked — when you adjust article hierarchy in the outline, the graph view updates automatically; conversely, dragging nodes in the graph to adjust relationships will also sync back to the outline. They present the same content from different dimensions, complementing each other.

This visualization is especially useful during your proposal defense — one graph can clearly communicate your entire research framework to the committee.

1. Create a card for each important paper

Don't settle for entries in Zotero/Mendeley. For each truly important paper, create a card:

Title: Attention Is All You Need
Tags: #Transformer #DeepLearning #2017
My Notes:
- Key contribution: fully attention-based architecture, no RNN/CNN
- Relevance to my research: self-attention for sequence data
- Citation value: cite as foundational method
- Questions: how to optimize computational complexity for long sequences?

2. Build connections with @ references

When you mention this paper in another card, reference it with @Attention Is All You Need. Lattics automatically creates a bidirectional link. Months later, when you've forgotten the connection between two papers, check the backlinks on any card to trace it back.

3. Structure your literature review with the outline

When writing your literature review, don't start from scratch. Group your literature cards by topic and drag them into the outline:

Literature Review Outline
├── Traditional Methods
│   ├── @Method A Paper
│   ├── @Method B Paper
│   └── @Method C Paper
├── Deep Learning Methods
│   ├── @DNN Approach Paper
│   └── @Transformer Paper
└── Open Challenges

Each @ reference expands into a source of key ideas. You only need to write transitional paragraphs between references.

Related articles: How to Write an Academic Paper with Lattics · How to Auto-Generate Bibliographies

---

3. Research & Experimentation: Make Recording a Habit

The biggest enemy at this stage is the unreliability of memory — "I'm sure I did it this way," but three days later you're not sure anymore.

Lattics approach:

1. Log experiments with cards

Create a dated card or article for each research activity:

Experiment Log 2026-03-15
Project: XXX
Objective: Validate method Y on dataset Z
Parameters: batch_size=32, lr=1e-4, epochs=50
Result: 87.3% accuracy, 2.1% above baseline
Finding: method Y performs better with smaller datasets
Next: experiment with different regularization strategies

These log cards can be arranged by timeline or tagged by experiment topic. When writing your "Research Process" chapter for the defense, these become your most authentic primary source material.

2. Weekly/monthly progress reports

Regular reviews are crucial for maintaining research momentum. Create a "Weekly Update" article in your outline:

• What I accomplished this week
• Problems encountered
• Plan for next week
• Points to discuss with my advisor

This not only keeps you on track but also serves as efficient communication material with your advisor.

3. Linking code and data

While Lattics doesn't manage code files directly, you can link to GitHub repositories, experiment config files, or dataset paths in your cards or articles. This creates a complete mapping between the "thinking layer" (why and how) and the "execution layer" (code and data) of your research project.

---

4. Thesis Writing: From Card Network to Polished Paper

This is where all your accumulated work gets transformed into output. If you've been diligent with your cards and notes, this phase will go more smoothly than you expect.

Lattics approach:

1. Drag to build your paper outline

In outline view, construct your paper framework following your target journal or conference structure. Each section is an article. Reorder them by dragging at any time.

Thesis Body
├── 1. Introduction
├── 2. Related Work
├── 3. Methodology
│   ├── 3.1 Problem Formulation
│   ├── 3.2 Proposed Approach
│   └── 3.3 Theoretical Analysis
├── 4. Experiments
│   ├── 4.1 Setup
│   ├── 4.2 Main Results
│   └── 4.3 Ablation Study
├── 5. Discussion
└── 6. Conclusion

2. Seamless card-to-text workflow

When writing each section, search the card library for relevant cards and drag them into the text or use @ references. Card content — whether literature summaries, method descriptions, or experiment results — can be directly reused without reorganizing.

Key advantage: The cards you accumulated during literature review and experimentation are not "reference materials" at the writing stage — they are directly assemblable content modules. This is the fundamental difference between Lattics' brain-like design and traditional note-taking tools.

3. Auto-generate references

Use Lattics' automatic bibliography feature:

• Reference papers inline with @
• Click "Insert References" at the end of your document
• Select target format (APA, IEEE, MLA, GB/T 7714, Chicago, etc.)
• Lattics generates a properly formatted, correctly ordered reference list

4. Sequence reading for full-text review

After the first draft, activate "Sequence Reading" mode at the bottom of your project. Lattics concatenates all articles into a single flowing document. Read through from beginning to end, checking logical flow and transitions. Found an issue? Edit directly in reading mode — the outline updates automatically.

---

5. Revision & Submission: Version Management

1. Multiple versions

In Lattics, you can create different versions of your paper (e.g., "First Draft", "Advisor Revision", "Submission Version"). Each version is a separate article within your project, making differences easy to track.

2. Handling advisor feedback

When your advisor returns comments, open your paper in Lattics and work through revisions. Lattics' workbench interface lets you open two articles side by side for before-and-after comparison.

3. Export & submit

Lattics supports export to Word (.docx) format. For venues with strict formatting requirements, use Word for final formatting. But everything before that — from literature reading to first draft — stays within Lattics' unified environment, with zero tool switching.

---

6. Defense Preparation: From Paper to Presentation

1. Prepare defense materials

Before your defense, organize defense-related cards in Lattics:

• Research motivation and rationale
• Key technical points of your methodology
• Experiment highlights
• Summary of contributions
• Anticipated questions and responses

2. Visualize your research timeline

Lattics' timeline feature lets you visualize your entire research journey — from topic selection, proposal, experiments to paper submission — as a clear timeline graphic. Put it on your "Research Process" slide for an instant overview.

3. Q&A preparation

Create a "Defense Q&A" category in your card library. Write anticipated questions and your responses as cards. Use @ references to link each answer to the corresponding section in your thesis, so you can quickly navigate to specifics during your response.

---

7. Summary: One System, Full Journey

Looking back at the complete graduate workflow, Lattics' unique value is clear:

Traditional toolchain:

Reference Mgmt → Notes → Mind Maps → Word → Bib Mgmt → PPT
(Zotero)      (scattered) (separate)       (plugin)  (from scratch)
                ↓    ↓    ↓    ↓    ↓
          Multiple context switches — cognitive resources drained

Lattics unified workflow:

Card Library (papers + ideas + experiments)
   ↓
Outline Building (thesis structure)
   ↓
Writing (@ reference cards into text)
   ↓
Bibliography (one-click generation)
   ↓
Sequence Reading (full-text review)
   ↓
Defense Prep (reuse knowledge base directly)

Everything happens in one tool, one interface, one thinking space. You don't write your thesis from scratch — you grow it in Lattics.

Lattics offers a free version — no account required. Check the pricing page for details, or download Lattics to get started.

---

❓ Frequently Asked Questions

Q: Can Lattics work with Zotero? A: Yes. Lattics integrates deeply with Zotero — you can drag notes from Zotero into Lattics, and the full bibliographic metadata syncs automatically. Lattics also supports direct PDF import with automatic metadata extraction.

Q: Is Lattics suitable for Master's students or PhD students? A: Both. Master's students can use it for coursework papers and their thesis. PhD students can manage multi-year research cycles — from literature collection and experiment logs to the final dissertation — all within a single project.

Q: Which citation formats does Lattics support? A: Lattics supports APA, IEEE, MLA, Chicago, GB/T 7714 (Chinese national standard), and other major academic formats. Additional CSL styles can be imported.

Q: How do I submit a paper written in Lattics? A: Lattics supports export to Word (.docx) format. You can complete everything from literature reading to the first draft in Lattics, then do final formatting adjustments in Word before submission.

Q: Does Lattics require an internet connection? A: Lattics is offline-first. All content is saved locally on your computer by default — no registration or login required. Optional cloud sync is available for multi-device workflows.