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Citations

Use the following canonical references when discussing the theoretical grounding of this repository:

  • [AIC-2026] Springer, Max, et al. (2026). The Geometry of Alignment Collapse: When Fine-Tuning Breaks Safety. arXiv:2602.15799v1. PDF: https://arxiv.org/pdf/2602.15799
  • [ALIGNGUARD-2025] Das, Amitava, et al. (2025). AlignGuard-LoRA: Alignment-Preserving Fine-Tuning via Fisher-Guided Decomposition and Riemannian-Geodesic Collision Regularization. arXiv:2508.02079v1. PDF: https://arxiv.org/pdf/2508.02079

BibTeX (starter entries)

@article{springer2026geometry_alignment_collapse,
  title   = {The Geometry of Alignment Collapse: When Fine-Tuning Breaks Safety},
  author  = {Springer, Max and others},
  journal = {arXiv preprint arXiv:2602.15799},
  year    = {2026},
  url     = {https://arxiv.org/pdf/2602.15799}
}

@article{das2025alignguard_lora,
  title   = {AlignGuard-LoRA: Alignment-Preserving Fine-Tuning via Fisher-Guided Decomposition and Riemannian-Geodesic Collision Regularization},
  author  = {Das, Amitava and others},
  journal = {arXiv preprint arXiv:2508.02079},
  year    = {2025},
  url     = {https://arxiv.org/pdf/2508.02079}
}

For module-to-paper section mapping, see docs/SOURCES.md.