@article{selfplayonlyevolveswhenselfsyntheticpipe,
  title = {Self-Play Only Evolves When Self-Synthetic Pipeline Ensures Learnable Information Gain},
  author = {Wei Liu and Siya Qi and Yali Du and Yulan He},
  year = {2026},
  eprint = {2603.02218},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2603.02218},
}