@inproceedings{ijcai2026p893,
  title     = {Beyond Scaling: A Survey of Data-Efficient Learning for LLM Agents},
  author    = {Wang, Yaqing and Luo, Zhenlin and Zhao, Peiyao and Cai, Yunfeng and Yao, Quanming},
  booktitle = {Proceedings of the Thirty-Fifth International Joint Conference on
               Artificial Intelligence, {IJCAI-26}},
  publisher = {International Joint Conferences on Artificial Intelligence Organization},
  editor    = {Diego Calvanese},
  pages     = {8050--8059},
  year      = {2026},
  month     = {8},
  note      = {Survey Track},
  doi       = {10.24963/ijcai.2026/893},
  url       = {https://doi.org/10.24963/ijcai.2026/893},
}