@article{justintimereinforcementlearningcontinual, title = {Just-In-Time Reinforcement Learning: Continual Learning in LLM Agents Without Gradient Updates}, author = {Yibo Li and Zijie Lin and Ailin Deng and Xuan Zhang and Yufei He and Shuo Ji and Tri Cao and Bryan Hooi}, year = {2026}, eprint = {2601.18510}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.18510}, }