Research on few-shot action recognition has received widespread attention recently. However. there are some blind spots in the current research: (1) The prevailing practice in many models is to assign uniform weights to all samples; nevertheless. such an approach may yield detrimental consequences for the model in the presence of high-noise samples. https://www.diegojavierfares.com/