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Citation Guide

Understanding and using ToolXiv's citation system

Why Citations?

Citations create a knowledge graph of AI tools, showing how they relate to and build upon each other. This helps users:

  • Discover related tools
  • Understand the ecosystem
  • Make informed choices about tool combinations
  • Track the influence of foundational tools

How Citations Work

When you submit a tool, you can cite other tools in the registry. For example:

  • A fine-tuning tool might cite the base model it supports
  • A UI framework might cite the underlying ML library
  • A pipeline tool might cite the components it orchestrates

Citation Directions

  • Outgoing — Tools that your tool uses or builds on
  • Incoming — Tools that use or build on your tool

Impact on Scores

Citations directly affect impact scores:

  • Each direct citation adds 3 points to the cited tool
  • Each indirect citation (two hops away) adds 1 point

Best Practices

  1. Be specific — Only cite tools your project actually depends on or integrates with
  2. Add context — Explain the relationship (e.g., "Uses for text embedding")
  3. Keep it current — Update citations as your tool evolves
  4. Don't self-cite excessively — Citations should reflect real dependencies

Your Profile

Citations contribute to your public creator profile, including your h-index, i10-index, and total citation count — similar to how Google Scholar tracks academic publications.