ICML Paper Reviewer

Enables rigorous review of ML research papers following official ICML guidelines.

Workflow

Step 1: Input Analysis & Mode Selection

Determine input type:

• Complete paper: PDF/text with abstract, methodology, experiments, results → Full Review Mode
• Incomplete document: Missing major sections, labeled draft/proposal, or user indicates early stage → Early-Stage Feedback Mode
• Code repository: User points to folder/repo path → Repository Review Mode

For complete papers, extract: title, abstract, main claims, methodology, experiments, results. Identify paper type: theoretical, methodological, algorithmic, empirical, bridge paper, or application-driven.

For code repositories, first explore: read README, scan code structure, find experiment scripts/results, identify the research question and what's implemented.

Step 2: Prior Work Grounding (Critical - All Modes)