@article{contextualattentionmodulationtowardseffi, title = {Contextual Attention Modulation: Towards Efficient Multi-Task Adaptation in Large Language Models}, author = {Dayan Pan and Zhaoyang Fu and Jingyuan Wang and Xiao Han and Yue Zhu and Xiangyu Zhao}, year = {2025}, eprint = {2510.17705}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.17705}, }