@article{darafewshotbudgetallocationinonlineadver, title = {DARA: Few-shot Budget Allocation in Online Advertising via In-Context Decision Making with RL-Finetuned LLMs}, author = {Mingxuan Song and Yusen Huo and Bohan Zhou and Shenglin Yin and Zhen Xiao and Jieyi Long and Zhilin Zhang and Chuan Yu}, year = {2026}, eprint = {2601.14711}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.14711}, }