Research Practicum in Artificial Intelligence
Jinho D. Choi
  • Overview
    • Syllabus
    • Schedule
    • Discussions
  • Speed Dating
    • Profiles
  • Faculty Interests
    • AI Faculty
  • Research Areas
    • AI Conferences
  • Task Selection
  • Introduction
    • Motivation
    • Overview
    • Exercise
  • Related Work
    • Literature Review
    • Exercise
  • Approach
    • Algorithm Development
    • Model Design
    • Data Creation
  • Research Challenges
  • Experiments
    • Datasets
    • Models
    • Results
    • 5.4. Homework
  • Analysis
    • Performance Analysis
    • Error Analysis
    • Discussions
    • 6.4. Homework
  • Conclusion & Abstract
    • Conclusion
    • Title & Abstract
  • Peer Review
  • Presentations
  • Team Projects
    • Fall 2023
    • Fall 2022
  • Assignments
    • HW1: Speed Dating
    • HW2: Research Areas
    • HW3: Team Promotion
    • HW4: Introduction
    • HW5: Related Work
    • HW6: Approach
    • HW7: Experiments
    • HW8: Analysis
    • HW9: Conclusion & Abstract
    • HW10: Peer Review
    • Team Project
  • Supplementary
    • LaTex Guidelines
      • Getting Started
      • File Structure
      • Packages
      • References
      • Paragraphs
      • Labels
      • Tables
      • Figures
      • Lists
    • Writing Tips
    • Progress Reports
    • Team Promotion
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  • Review Timeline
  • Key Components of a Research Paper Review
  • For Authors: Writing Effective Rebuttals
  • For Reviewers: Evaluating Responses
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Peer Review

Review Timeline

  1. Paper Submission

    • Authors submit manuscript

    • Paper assigned to Area Chair (AC)

    • Initial desk reject check for formatting/scope

  2. Initial Review Period

    • AC assigns 3-4 reviewers

    • Reviewers submit independent assessments

    • Reviews include summary, strengths, weaknesses, suggestions, and scores

  3. Discussion Period

    • Reviewers see other reviews

    • Discuss disagreements

    • Update reviews if needed

    • Identify questions for authors

  4. Author Response (Week 6)

    • Authors see all reviews

    • Write response addressing key concerns

    • Provide additional results and/or clarification

  5. Post-Response Discussion

    • Reviewers evaluate response

    • Update recommendations

    • AC moderates discussion

    • Reach consensus where possible

  6. Meta-Review Period

    • AC writes meta-review summarizing:

      • Paper's key contributions

      • Main points of reviewer discussion

      • Areas of agreement/disagreement

      • Author response effectiveness

      • Final recommendation with justification

    • AC considers:

      • Review quality and thoroughness

      • Discussion participation

      • Response to author clarifications

      • Broader impact and novelty

      • Reviewer expertise and confidence

  7. Senior Area Chair Review (Week 9)

    • SACs review all recommendations in their area

    • Ensure consistent standards across ACs

    • Flag papers for Program Chairs (PCs)' attention

    • Make strategic recommendations about:

      • Emerging research directions

      • Balance of paper types

      • Novel vs. incremental contributions

      • Experimental vs. theoretical work

  8. Final Decision

    • Program Chairs consider:

      • AC recommendations

      • SAC strategic input

      • Overall conference balance

    • Make final accept/reject decisions

Key Components of a Research Paper Review

  1. Paper Summary

    • Problem statement and motivation

    • Key methodological approaches

    • Main results and conclusions

  2. Technical Strength Analysis

    • Methodology soundness

    • Experimental design

    • Results interpretation

    • Statistical validity

  3. Critical Evaluation

    • Innovation and contribution

    • Limitations and assumptions

    • Comparison with related work

    • Potential impact

  4. Improvement Suggestions

    • Specific recommendations for enhancement

    • Additional experiments or analyses

    • Clarity and presentation improvements

  5. Overall Assessment

    • Score on 1-5 scale with justification

    • Publication recommendation

For Authors: Writing Effective Rebuttals

  1. Opening Statement

    • Thank reviewers

    • Highlight key improvements

    • Address major concerns

  2. Response Organization

    • Group similar concerns across reviews

    • Address each main point with:

      • Original concern

      • Your response

      • Planned changes

    • Use bullet points for clarity

    • Reference specific sections/page numbers

  3. Response Strategies

    • Acknowledge valid criticisms

    • Provide additional results/analysis if available

    • Clarify misunderstandings with evidence

    • Explain practical limitations

    • Be specific about planned revisions

For Reviewers: Evaluating Responses

  1. Review Update Process

    • Read author response carefully

    • Assess how well authors addressed concerns

    • Update scores if warranted

    • Provide brief feedback on response

  2. Assessment Criteria

    • Completeness: All major concerns addressed?

    • Clarity: Clear and specific responses?

    • Evidence: Supporting data provided?

    • Feasibility: Proposed changes realistic?

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