@article{macsahybridmultiagentframeworkforreliabl,
  title = {MACS: A Hybrid Multi-Agent Framework for Reliable Conversational E-Commerce Recommendation},
  author = {Juli Huang and Hannah Clay and Sajjad Beygi and Thomas Sarda and Negin Golrezaei and Amin Saberi},
  year = {2026},
  eprint = {2608.14068},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2608.14068},
}