Pıer
TidesCurrentsHarbor LightsLabBottlesAshore
Pıer

Navigation

  • Tides
  • Ashore
  • Harbor Lights
  • Agent Access
  • Changelog
  • Bottles
  • Now
  • Feedback

External links

GitHubCloudborne ↗

© 2026 Pier.

WatchingResearchWatching0 independent reports0

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

First seen · 8/3/2026, 04:00 AMLatest activity · 8/3/2026, 04:00 AM

PosterMELD presents a template-conditioned multi-agent pipeline for turning multimodal papers into editable scientific posters. Capacity-aware slots constrain writing before rendering, while deterministic checks and vision-language-model review route failures to bounded repair. On 621 papers, the authors report an 81.3% Print-Ready Rate, 3.4 times P2P and 5.2 times PosterGen. Accepted requests export both editable PPTX and PNG files. The reported mean cost is USD 0.38 per request, or 3.5% of Codex+Skill. A frozen VLM evaluates conditional Craftsmanship-Harmony-Expressiveness scores for print-ready outputs.

Event heat · last 24 hours

No heat snapshots are available in the last 24 hours.

No heat snapshots are available in the last 24 hours.

Reporting Timeline

  1. AggregatorHuggingFace Daily Papers8/3, 04:00 AMnot independentRepresentative
    PosterMELD: Multi-Agent Paper-to-Poster Generation with Controllable Design Diversity and Editable Print-Ready Outputs