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Chapter 12: Publication Process

🎓 Learning Objectives

  • Understand the publication process
  • Learn about conferences and journals
  • Master submission preparation
  • Understand peer review process
  • Learn to handle revisions and rejections

Publication Venues

Conferences

Top ML Conferences: - NeurIPS: Neural Information Processing Systems (Dec) - ICML: International Conference on Machine Learning (Jul) - ICLR: International Conference on Learning Representations (May) - AAAI: Association for the Advancement of AI (Feb) - IJCAI: International Joint Conference on AI (Aug)

Top CV Conferences: - CVPR: Computer Vision and Pattern Recognition (Jun) - ICCV: International Conference on Computer Vision (Oct, biennial) - ECCV: European Conference on Computer Vision (Aug, biennial)

Conference Timing

Plan submissions around deadlines. Most have 6-month cycles.

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

Venue Selection

  • Conferences: Faster, more competitive
  • Journals: Slower, more thorough
  • Choose based on timeline and goals

Submission Preparation

Before Submission

Checklist: - [ ] Paper complete and polished - [ ] All experiments done - [ ] Code/data available (if required) - [ ] Formatting correct - [ ] References complete - [ ] Figures high quality - [ ] Proofread multiple times - [ ] Co-authors reviewed

Submission Deadline

Submit early. Last-minute submissions often have issues.

Formatting Requirements

Common Requirements: - Page limits (usually 8 pages + references) - Format (LaTeX template) - Font size and margins - Figure/table placement - Reference format

Formatting

  • Use official template
  • Check all requirements
  • Test PDF generation
  • Verify page count

Supplementary Material

May Include: - Additional experiments - Detailed proofs - More ablation studies - Code/data links - Extended results

Supplementary

Use for extra content. Main paper should be self-contained.

Submission Process

Step 1: Registration

Process: 1. Create account on submission system 2. Register paper 3. Enter metadata 4. Upload files

Registration

Register early. Systems can be slow near deadline.

Step 2: Upload

Files Needed: - Main paper (PDF) - Supplementary material (if any) - Code/data (if required) - Author information

File Upload

  • Check file sizes
  • Verify PDF renders correctly
  • Test on different systems
  • Submit before deadline

Step 3: Confirmation

After Submission: - Receive confirmation - Check paper number - Save submission details - Note review timeline

Peer Review Process

Review Timeline

Typical Timeline: - Submission: Deadline - Assignment: 1-2 weeks - Review Period: 4-6 weeks - Decision: 8-10 weeks after submission - Camera Ready: 2-4 weeks after acceptance

Timeline

Varies by venue. Check specific deadlines.

Review Criteria

Common Criteria: - Novelty: Is it new? - Significance: Does it matter? - Correctness: Is it right? - Clarity: Is it clear? - Reproducibility: Can it be reproduced? - Experiments: Are they sufficient?

Review Criteria

Address all criteria in your paper. Make reviewer's job easy.

Reviewer Types

Types: - Area Chairs: Manage reviews - Reviewers: Evaluate papers - Meta-reviewers: Make decisions

Reviewer Perspective

Write for reviewers. Make it easy to understand and evaluate.

Handling Reviews

Understanding Reviews

Review Components: - Summary: Overall assessment - Strengths: What's good - Weaknesses: What's lacking - Questions: Specific questions - Recommendation: Accept/Reject/Revise

Review Reading

Read reviews carefully. Even rejections have valuable feedback.

Response Strategies

For Revisions: - Address all concerns - Be respectful - Provide detailed responses - Show improvements

For Rejections: - Learn from feedback - Improve paper - Consider other venues - Don't take personally

Response Tone

  • Be professional
  • Address concerns directly
  • Don't be defensive
  • Show improvements clearly

Revision Process

Steps: 1. Read all reviews carefully 2. Identify key concerns 3. Plan revisions 4. Make changes 5. Write response letter 6. Submit revision

Revision Tips

  • Address every concern
  • Show clear improvements
  • Be specific in responses
  • Highlight changes

Decision Types

Accept

What It Means: - Paper accepted - Minor revisions may be needed - Prepare camera-ready version

Next Steps: - Celebrate! - Address minor revisions - Prepare camera-ready - Submit final version

Acceptance

Great achievement! Follow through with camera-ready submission.

Revise

What It Means: - Conditional acceptance - Revisions required - Resubmission needed

Next Steps: - Address all concerns - Make revisions - Write response - Resubmit

Revisions

Most papers get revisions. Address them thoroughly.

Reject

What It Means: - Not accepted - Can improve and resubmit elsewhere - Learn from feedback

Next Steps: - Read reviews carefully - Improve paper - Consider other venues - Don't give up

Rejection

Common in research. Learn from it and improve.

Camera-Ready Submission

After Acceptance

Tasks: - Address final comments - Fix formatting issues - Update content if needed - Prepare final PDF - Submit camera-ready

Camera-Ready

Final version. Make it perfect.

Final Checks

Checklist: - [ ] All revisions addressed - [ ] Formatting perfect - [ ] All figures high quality - [ ] References complete - [ ] No typos - [ ] PDF renders correctly

Publication Ethics

Ethical Considerations

Do: - Acknowledge all contributions - Cite properly - Report honestly - Share code/data when possible

Don't: - Plagiarize - Fabricate results - Hide limitations - Misrepresent work

Ethics

Research ethics are critical. Violations have serious consequences.

Authorship

Criteria: - Substantial contribution - Drafting or revision - Final approval - Accountability

Authorship

Discuss authorship early. Be fair and clear.

Resources

📚 Publication Guides
  1. How to Get Published - Nature guide
  2. Peer Review Process - Elsevier guide
  3. Conference Deadlines - Deadline tracker
📅 Deadlines
  1. AI Deadlines - Conference deadlines
  2. ML Conferences - ML events
  3. Conference Calendar - General calendar
🛠️ Submission Systems
  1. CMT - Conference management
  2. OpenReview - Open review platform
  3. EasyChair - Conference system

Next Steps

Key Takeaways: - Choose appropriate venue (conference vs. journal) - Prepare thoroughly before submission - Follow formatting requirements exactly - Understand review process and criteria - Handle reviews professionally - Learn from rejections - Maintain ethical standards - Submit camera-ready version carefully