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17 Mar 2026

Paper summary

Paper summary: AI Can Learn Scientific Taste

Reinforcement Learning from Community Feedback trains a "Scientific Judge" on signals like citations, and a "Scientific Thinker" that proposes research ideas; the judge generalises to future years and unseen fields.

  • Community feedback, such as citations, is used as the reward for learning to judge and propose research ideas.
  • The authors acknowledge citations are an imperfect signal; some influential work is cited late.

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