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PosterMELD: Multi-Agent Paper-to-Poster Generation for Controllable Design Diversity with Editable Print-Ready Outputs

TL;DR AI

Key summary

2 min read
  1. Researchers introduced PosterMELD, a template-conditioned multi-agent pipeline for turning papers into scientific posters.

  2. It uses capacity-aware layout slots, deterministic checks, and VLM-based repair to generate editable PPTX and PNG outputs.

  3. On 621 papers, it achieved a high print-ready rate and competitive design quality at low per-request cost.

  4. The system fills a practical gap by making AI-generated posters more editable, print-ready, and usable in real workflows.

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