Public contributions

• 6 Oct 2026

  A Reproducible Extraction of Training Images from Diffusion Models

  +Supports

  On: AI image generators can reproduce copyrighted images from their training data.

  Reports reproducible extraction across image-generation systems. Provides additional examples of memorisation beyond a single model study.

• 6 Oct 2026

  Diffusion Art or Digital Forgery? Investigating Data Replication in Diffusion Models

  +Supports

  On: AI image generators can reproduce copyrighted images from their training data.

  Analyses replication of training images and identifies training-data duplication as a contributing factor. Supports the technical possibility of near-copy outputs.

• 5 Oct 2026

  Security Weaknesses of Copilot-Generated Code in GitHub Projects: An Empirical Study

  +Supports

  On: Code written with AI assistants contains more security vulnerabilities than code written without them.

  The source shows that an analysis of Copilot-generated snippets found in public GitHub projects identified security weaknesses in a substantial share, across dozens of weakness types.

• 4 Oct 2026

  Lost at C: A User Study on the Security Implications of Large Language Model Code Assistants

  −Disputes

  On: Code written with AI assistants contains more security vulnerabilities than code written without them.

  A C-programming user study did not find a substantial increase in critical security bugs from AI assistance. Challenges generalisation from other experiments.

• 4 Oct 2026

  Do Users Write More Insecure Code with AI Assistants?

  +Supports

  On: Code written with AI assistants contains more security vulnerabilities than code written without them.

  Shows that some participants in their tests with AI assistance wrote less secure code than those without AI assistance

• 9 Sept 2026

  How will Artificial Intelligence Affect Jobs 2026-2030 | Nexford University

  ?Unclear

  On: By 2030, technology will independently perform approximately one-third of workplace tasks, compared with approximately one-fifth today.

  This source talks about how AI will affect society and the future, and how that will happen.