GenEvolve: Self-Evolving Image Generation Agents via Tool-Orchestrated Visual Experience Distillation

Published
Source
arXiv
Paper number
212
Field
Computer Vision
arXiv ID
2605.21605

Key points

  • Failure memory is a lesson about how to avoid failure.
  • The prompt pool divides 20,000 requests into knowledge-anchored categories, such as facts and events, and quality-anchored categories, such as spatial composition and text layout.
  • Teacher trajectories are created by using a strong model to generate initial successful trajectories and then having a VLM judge inspect them for correctness.

Paper links

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