@article{knowledgeispoweradvancingfewshotactionre,
  title = {Knowledge is Power: Advancing Few-shot Action Recognition with Multimodal Semantics from MLLMs},
  author = {Jiazheng Xing and Chao Xu and Hangjie Yuan and Mengmeng Wang and Jun Dan and Hangwei Qian and Yong Liu},
  year = {2026},
  eprint = {2603.26033},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2603.26033},
}