@article{whatfitsintofewtokensdoesntoverfitcompre,
  title = {What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents},
  author = {Martin Andres Bertran and Aaron Roth and Zhiwei Steven Wu},
  year = {2026},
  eprint = {2606.11045},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2606.11045},
}