@article{aconstitutivemarkovphysicsinformedneural,
  title = {A Constitutive Markov Physics-Informed Neural Operator (MPNO) for Autoregressive Stability in Transient Dynamics},
  author = {Wenpu Du and Peng Zhou and Yunlong Xia and Sinuo Xin and Congcong Zhang and Boyang Zhang and Yi Zhang and Wenzheng Xu},
  year = {2026},
  eprint = {2608.25744},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2608.25744},
}