Combee: Scaling Prompt Learning for Self-Improving Language Model Agents
Hanchen Li, Runyuan He, Qizheng Zhang, Changxiu Ji, Qiuyang Mang, Xiaokun Chen, Lakshya A. Agrawal, Wei-Liang Liao, Eric Yang, Alvin Cheung, James Zou, Kunle Olukotun, Ion Stoica, Joseph E. Gonzalez
Conference on Language Modeling (COLM), 2026
Accepted to the 2026 Conference on Language Modeling (COLM 2026)
@inproceedings{li2026combee,title={Combee: Scaling Prompt Learning for Self-Improving Language Model Agents},author={Li, Hanchen and He, Runyuan and Zhang, Qizheng and Ji, Changxiu and Mang, Qiuyang and Chen, Xiaokun and Agrawal, Lakshya A. and Liao, Wei-Liang and Yang, Eric and Cheung, Alvin and Zou, James and Olukotun, Kunle and Stoica, Ion and Gonzalez, Joseph E.},booktitle={Conference on Language Modeling (COLM)},year={2026},note={Accepted to the 2026 Conference on Language Modeling (COLM 2026)},doi={10.48550/arXiv.2604.04247},}
Learning What to Learn: Curriculum Curation for Test-Time Agent Learning
Qizheng Zhang, Sherry Ruan, Shubhangi Upasani, Fenglu Hong, Changxiu Ji, Changran Hu, Bo Li, Hanchen Li, Kunle Olukotun
ICLR 2026 Workshop on AI with Recursive Self-Improvement, 2026
Poster at the ICLR 2026 Workshop on AI with Recursive Self-Improvement
@inproceedings{zhang2026learningwhattolearn,title={Learning What to Learn: Curriculum Curation for Test-Time Agent Learning},author={Zhang, Qizheng and Ruan, Sherry and Upasani, Shubhangi and Hong, Fenglu and Ji, Changxiu and Hu, Changran and Li, Bo and Li, Hanchen and Olukotun, Kunle},booktitle={ICLR 2026 Workshop on AI with Recursive Self-Improvement},year={2026},note={Poster at the ICLR 2026 Workshop on AI with Recursive Self-Improvement},}
Association Restoration Test: Revealing Restorable Shortcuts after Unlearning
@article{lu2026art,title={Association Restoration Test: Revealing Restorable Shortcuts after Unlearning},author={Lu, Amy and Ji, Changxiu},journal={arXiv preprint arXiv:2607.05726},year={2026},note={Preprint},doi={10.48550/arXiv.2607.05726},}