Recirculation
TL;DR
Recirculation adds inference-time recurrence to frozen, off-the-shelf foundation models, improving perplexity and reasoning accuracy with zero training, and essentially no added generation latency.
Venue
arXiv
BibTeX
@article{mozer2026recirculation,
title={Recirculation},
author={Michael C. Mozer and Shoaib Ahmed Siddiqui and Danny Sawyer and Sunny Sanyal and Rosanne Liu},
year={2026},
eprint={2608.17981},
archivePrefix={arXiv},
primaryClass={cs.LG}
}
title={Recirculation},
author={Michael C. Mozer and Shoaib Ahmed Siddiqui and Danny Sawyer and Sunny Sanyal and Rosanne Liu},
year={2026},
eprint={2608.17981},
archivePrefix={arXiv},
primaryClass={cs.LG}
}
Date
August, 2026
Links