@article{paninicontinuallearningintokenspaceviast,
  title = {Panini: Continual Learning in Token Space via Structured Memory},
  author = {Shreyas Rajesh and Pavan Holur and Mehmet Yigit Turali and Chenda Duan and Vwani Roychowdhury},
  year = {2026},
  eprint = {2602.15156},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2602.15156},
}