@article{vicurlstabilizingverifierindependentrlre,
  title = {VI-CuRL: Stabilizing Verifier-Independent RL Reasoning via Confidence-Guided Variance Reduction},
  author = {Xin-Qiang Cai and Masashi Sugiyama},
  year = {2026},
  eprint = {2602.12579},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2602.12579},
}