@article{learningtoevolveaselfimprovingframeworkf,
  title = {Learning to Evolve: A Self-Improving Framework for Multi-Agent Systems via Textual Parameter Graph Optimization},
  author = {Shan He and Runze Wang and Zhuoyun Du and Huiyu Bai and Zouying Cao and Yu Cheng and Bo Zheng},
  year = {2026},
  eprint = {2604.20714},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2604.20714},
}