Chapter 3: Finding and Organizing Resources¶

🎓 Learning Objectives

Learn where to find research papers
Discover academic databases and search engines
Understand how to organize research resources
Learn about research tools and platforms
Master citation management

Where to Find Research Papers¶

Primary Sources¶

1. arXiv (arXiv.org)¶

What: Preprint server for physics, mathematics, computer science

Features: - Free access to papers - Daily updates - Multiple categories (cs.LG, cs.AI, cs.CV, etc.) - RSS feeds available

URLs: - Main: https://arxiv.org/ - ML: https://arxiv.org/list/cs.LG/recent - AI: https://arxiv.org/list/cs.AI/recent - CV: https://arxiv.org/list/cs.CV/recent

arXiv Daily Reading

Subscribe to RSS feeds for your areas
Check daily for new papers
Use arXiv Sanity Preserver for better browsing

2. Conference Proceedings¶

Top ML Conferences: - NeurIPS: Neural Information Processing Systems - ICML: International Conference on Machine Learning - ICLR: International Conference on Learning Representations - AAAI: Association for the Advancement of Artificial Intelligence - IJCAI: International Joint Conference on Artificial Intelligence

Top CV Conferences: - CVPR: Computer Vision and Pattern Recognition - ICCV: International Conference on Computer Vision - ECCV: European Conference on Computer Vision

Conference Timing

NeurIPS: December
ICML: July
ICLR: May
CVPR: June
ICCV: October (biennial)

3. Journals¶

Top ML Journals: - JMLR: Journal of Machine Learning Research (free) - MLJ: Machine Learning Journal - AIJ: Artificial Intelligence Journal - TPAMI: IEEE Transactions on Pattern Analysis and Machine Intelligence

Search Engines¶

1. Google Scholar¶

URL: https://scholar.google.com/

Features: - Comprehensive academic search - Citation tracking - Author profiles - Related articles - PDF links

Google Scholar Tips

Set up alerts for keywords
Create author profiles
Use advanced search
Export citations easily

2. Semantic Scholar¶

URL: https://www.semanticscholar.org/

Features: - AI-powered search - Paper recommendations - Citation graphs - Author networks - Free access

Semantic Scholar Advantages

Better understanding of paper context
Visual citation networks
Research trends
Free full-text access

3. Microsoft Academic¶

URL: https://academic.microsoft.com/

Features: - Author profiles - Institution rankings - Research trends - Citation analysis

Specialized Platforms¶

1. Papers With Code¶

URL: https://paperswithcode.com/

Features: - Papers with code implementations - Leaderboards for benchmarks - State-of-the-art tracking - Code repositories

Papers With Code

Essential for finding implementations and comparing methods on benchmarks.

2. Connected Papers¶

URL: https://www.connectedpapers.com/

Features: - Visual paper graphs - Related papers discovery - Citation relationships - Research tree visualization

Connected Papers

Great for exploring a research area and finding related work.

3. arXiv Sanity Preserver¶

URL: http://www.arxiv-sanity.com/

Features: - Better arXiv browsing - Paper recommendations - Personalized feeds - Trending papers

Organizing Resources¶

Reference Management Tools¶

1. Zotero¶

Features: - Free and open-source - Browser integration - PDF management - Citation generation - Collaboration

Zotero Recommendation

Best free option. Great for beginners and professionals.

Setup: 1. Install Zotero 2. Install browser extension 3. Create collections 4. Sync with account

2. Mendeley¶

Features: - PDF annotation - Social features - Reference sharing - Mobile apps

3. EndNote¶

Features: - Professional tool - Advanced features - Paid (often institutional access)

Organization Strategies¶

By Topic¶

Research/
├── Computer_Vision/
│   ├── Object_Detection/
│   ├── Segmentation/
│   └── Recognition/
├── NLP/
│   ├── Transformers/
│   ├── Language_Models/
│   └── Translation/
└── Reinforcement_Learning/
    ├── Policy_Gradient/
    └── Q_Learning/

By Project¶

Projects/
├── Project_1/
│   ├── Papers/
│   ├── Notes/
│   └── Code/
└── Project_2/
    ├── Papers/
    ├── Notes/
    └── Code/

By Status¶

Reading_List/
├── To_Read/
├── Reading/
├── Read/
└── Archived/

Organization Tips

Use consistent naming
Tag papers with keywords
Keep notes with papers
Regular cleanup

Note-Taking Systems¶

1. Notion¶

Features: - Flexible database - Templates - Collaboration - Integration

2. Obsidian¶

Features: - Markdown-based - Graph view - Local files - Free

3. Roam Research¶

Features: - Bi-directional links - Knowledge graph - Daily notes

Research Tools¶

Paper Discovery¶

🔍 Discovery Tools

arXiv Sanity Preserver: Better arXiv browsing
Connected Papers: Visual paper graphs
Semantic Scholar: AI-powered recommendations
ResearchRabbit: Paper discovery
Elicit: AI research assistant

Paper Reading¶

📖 Reading Tools

Zotero: PDF management
Mendeley: PDF annotation
Adobe Acrobat: PDF editing
Notability/GoodNotes: Handwritten notes
LiquidText: Interactive reading

Code & Implementation¶

💻 Code Resources

Papers With Code: Code implementations
GitHub: Code repositories
Colab/Kaggle: Free compute
Hugging Face: Model hub
Model Zoo: Pre-trained models

Experiment Tracking¶

📊 Experiment Tools

Weights & Biases: Experiment tracking
MLflow: ML lifecycle
TensorBoard: Visualization
Neptune: Experiment management
Comet: ML platform

Citation Management¶

Citation Styles¶

Common Styles: - APA: American Psychological Association - IEEE: Institute of Electrical and Electronics Engineers - ACM: Association for Computing Machinery - MLA: Modern Language Association

ML Conferences

Most ML conferences use their own citation format. Check submission guidelines.

Citation Tools¶

In Zotero/Mendeley: - Automatic citation generation - Bibliography creation - Word/LaTeX integration - Style templates

Citation Best Practices

Always cite original sources
Use consistent format
Check citation accuracy
Keep bibliography updated

Staying Updated¶

RSS Feeds¶

Setup: 1. Choose RSS reader (Feedly, Inoreader) 2. Subscribe to arXiv categories 3. Subscribe to conference feeds 4. Check daily

Email Alerts¶

Google Scholar Alerts: - Keyword alerts - Author alerts - Citation alerts

arXiv Email: - Daily/weekly digests - Category-specific

Twitter/X: - Follow researchers - #MachineLearning hashtag - Paper discussions

Reddit: - r/MachineLearning - r/artificial - r/compsci

Information Overload

Don't try to read everything
Focus on your area
Set limits
Quality over quantity

Resources¶

📚 Essential Databases

arXiv - Preprint server
Google Scholar - Academic search
Semantic Scholar - AI-powered search
DBLP - Computer science bibliography
ACM Digital Library - ACM publications

🛠️ Reference Managers

Zotero - Free reference manager
Mendeley - PDF management
EndNote - Professional tool
Citavi - Research tool