@article{socicnnfrompolyhedraltoconicgeometryforl,
  title = {SOC-ICNN: From Polyhedral to Conic Geometry for Learning Convex Surrogate Functions},
  author = {Kang Liu and Jianchen Hu and Wei Peng},
  year = {2026},
  eprint = {2604.22355},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2604.22355},
}